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Topic Modeling in Embedding Spaces

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/3-540-33486-6_6openalex-snapshot

Neural Probabilistic Language Models

inferredcites →https://doi.org/10.1007/978-3-319-53817-4_4openalex-snapshot

Word Embedding for Understanding Natural Language: A Survey

inferredcites →https://doi.org/10.1016/0010-0285(73)90023-6openalex-snapshot

A model for analogical reasoning

inferredcites →https://doi.org/10.1023/a:1007665907178openalex-snapshot

An Introduction to Variational Methods for Graphical Models

inferredcites →https://doi.org/10.1080/00437956.1954.11659520openalex-snapshot

Distributional Structure

inferredcites →https://doi.org/10.1080/01621459.2017.1285773openalex-snapshot

Variational Inference: A Review for Statisticians

inferredcites →https://doi.org/10.1093/biomet/67.2.261openalex-snapshot

Logistic-normal distributions:Some properties and uses

inferredcites →https://doi.org/10.1109/icdm.2016.0176openalex-snapshot

Topic Discovery for Short Texts Using Word Embeddings

inferredcites →https://doi.org/10.1109/icdm.2017.73openalex-snapshot

MetaLDA: A Topic Model that Efficiently Incorporates Meta Information

inferredcites →https://doi.org/10.1145/1553374.1553515openalex-snapshot

Evaluation methods for topic models

inferredcites →https://doi.org/10.1145/2133806.2133826openalex-snapshot

Probabilistic topic models

inferredcites →https://doi.org/10.1145/3077136.3080806openalex-snapshot

Jointly Learning Word Embeddings and Latent Topics

inferredcites →https://doi.org/10.1145/3197026.3197043openalex-snapshot

WELDA

inferredcites →https://doi.org/10.1162/153244303322533223openalex-snapshot

10.1162/153244303322533223

inferredcites →https://doi.org/10.1162/tacl_a_00140openalex-snapshot

Improving Topic Models with Latent Feature Word Representations

inferredcites →https://doi.org/10.1184/r1/6587330.v1openalex-snapshot

A correlated topic model of Science

inferredcites →https://doi.org/10.1214/07-aoas114openalex-snapshot

A correlated topic model of Science

inferredcites →https://doi.org/10.1561/1500000030openalex-snapshot

Applications of Topic Models

inferredcites →https://doi.org/10.18653/v1/p16-2087openalex-snapshot

Nonparametric Spherical Topic Modeling with Word Embeddings

inferredcites →https://doi.org/10.24963/ijcai.2017/588openalex-snapshot

A Correlated Topic Model Using Word Embeddings

inferredcites →https://doi.org/10.3115/v1/d14-1162openalex-snapshot

Glove: Global Vectors for Word Representation

inferredcites →https://doi.org/10.3115/v1/e14-1056openalex-snapshot

Machine Reading Tea Leaves: Automatically Evaluating Topic Coherence and Topic Model Quality

inferredcites →https://doi.org/10.3115/v1/n15-1074openalex-snapshot

Incorporating Word Correlation Knowledge into Topic Modeling

inferredcites →https://doi.org/10.3115/v1/p15-1077openalex-snapshot

Gaussian LDA for Topic Models with Word Embeddings

inferredcites →https://doi.org/10.4230/oasics.dx.2026.15openalex-snapshot

AutoResearch Lite: a reproducible paper-inspired experiment runner (Adam mechanism reproduction and convergence-speed comparison)

inferredcites →https://doi.org/10.48550/arxiv.1301.3781openalex-snapshot

Efficient Estimation of Word Representations in Vector Space

inferredcites →https://doi.org/10.48550/arxiv.1310.4546openalex-snapshot

Distributed Representations of Words and Phrases and their Compositionality

inferredcites →https://doi.org/10.48550/arxiv.1401.4082openalex-snapshot

Stochastic Backpropagation and Approximate Inference in Deep Generative Models

inferredcites →https://doi.org/10.48550/arxiv.1405.4053openalex-snapshot

Distributed Representations of Sentences and Documents

inferredcites →https://doi.org/10.48550/arxiv.1605.02019openalex-snapshot

Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec

inferredcites →https://doi.org/10.48550/arxiv.1803.01328openalex-snapshot

WHAI: Weibull Hybrid Autoencoding Inference for Deep Topic Modeling

inferredcites →https://doi.org/10.48550/arxiv.1809.04705openalex-snapshot

Distilled Wasserstein Learning for Word Embedding and Topic Modeling

inferredcites →https://doi.org/10.5555/1036843.1036902openalex-snapshot

The author-topic model for authors and documents

inferredcites →https://doi.org/10.5555/2567709.2502622openalex-snapshot

Stochastic variational inference

inferredcites →https://doi.org/10.5555/944919.944937openalex-snapshot

Latent dirichlet allocation

inferredcites →https://doi.org/10.6084/m9.figshare.5203696openalex-snapshot

Variational Inference: A Review for Statisticians

inferredcites →https://doi.org/10.7916/d8nz9rhtopenalex-snapshot

Exponential Family Embeddings

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4723125openalex-extracted

Sentiment-semantic word vectors: A new method to estimate management sentiment

inferred← citeshttps://doi.org/10.2139/ssrn.4766930openalex-extracted

Identification of Emerging Scientific Fields Using Text Analysis

inferred← citeshttps://doi.org/10.2139/ssrn.4785210openalex-extracted

Mining User Privacy Concern Topics from App Reviews

inferred← citeshttps://doi.org/10.1002/9781394278695.ch3openalex-snapshot

Natural Language Processing (NLP) in Disease Detection — A Discussion of How NLP Techniques Can Be Used to Analyze and Classify Medical Text Data for Disease Diagnosis

inferred← citeshttps://doi.org/10.1002/csr.70284openalex-snapshot

From ESG Disclosure to Financial Impact: Unpacking the Role of SDG Alignment and Lag Effect in ICT Firms

inferred← citeshttps://doi.org/10.1002/csr.70676openalex-snapshot

Compliance Without Integration: Governance‐Centered ESG Discourse in K orea

inferred← citeshttps://doi.org/10.1002/eng2.70191openalex-snapshot

Neural Topic Generation Utilizing Attention Mechanisms With Transformer‐Based Embeddings for Root‐Cause Analysis of Manufacturing Defects in Electronic Products

inferred← citeshttps://doi.org/10.1002/sam.70066openalex-snapshot

Testing Hypotheses of Covariate Effects on Topics of Discourse

inferred← citeshttps://doi.org/10.1007/978-3-030-59137-3_33openalex-snapshot

Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features Relate

inferred← citeshttps://doi.org/10.1007/978-3-030-65351-4_13openalex-snapshot

Graph-Based Topic Extraction from Vector Embeddings of Text Documents: Application to a Corpus of News Articles

inferred← citeshttps://doi.org/10.1007/978-3-030-67670-4_19openalex-snapshot

Topics in Financial Filings and Bankruptcy Prediction with Distributed Representations of Textual Data

inferred← citeshttps://doi.org/10.1007/978-3-030-68796-0_19openalex-snapshot

AI Explainability. A Bridge Between Machine Vision and Natural Language Processing

inferred← citeshttps://doi.org/10.1007/978-3-030-79150-6_52openalex-snapshot

CEA-TM: A Customer Experience Analysis Framework Based on Contextual-Aware Topic Modeling Approach

inferred← citeshttps://doi.org/10.1007/978-3-030-85529-1_24openalex-snapshot

Neural Embedded Dirichlet Processes for Topic Modeling

inferred← citeshttps://doi.org/10.1007/978-3-030-86523-8_4openalex-snapshot

Semi-structured Document Annotation Using Entity and Relation Types

inferred← citeshttps://doi.org/10.1007/978-3-030-87966-2_88openalex-snapshot

Topic Models with Neural Variational Inference for Discussion Analysis in Social Networks

inferred← citeshttps://doi.org/10.1007/978-3-030-91669-5_30openalex-snapshot

Evaluating the Robustness of Embedding-Based Topic Models to OCR Noise

inferred← citeshttps://doi.org/10.1007/978-3-030-91699-2_8openalex-snapshot

Evaluating Topic Models in Portuguese Political Comments About Bills from Brazil’s Chamber of Deputies

inferred← citeshttps://doi.org/10.1007/978-3-030-99739-7_64openalex-snapshot

A Topical Approach to Capturing Customer Insight Dynamics in Social Media

inferred← citeshttps://doi.org/10.1007/978-3-031-04447-2_19openalex-snapshot

AmLDA: A Non-VAE Neural Topic Model

inferred← citeshttps://doi.org/10.1007/978-3-031-05936-0_34openalex-snapshot

Dynamic Topic-Noise Models for Social Media

inferred← citeshttps://doi.org/10.1007/978-3-031-08473-7_8openalex-snapshot

Revisiting the Past to Reinvent the Future: Topic Modeling with Single Mode Factorization

inferred← citeshttps://doi.org/10.1007/978-3-031-08974-9_20openalex-snapshot

Analyzing Patient Feedback Data with Topic Modeling

inferred← citeshttps://doi.org/10.1007/978-3-031-10536-4_8openalex-snapshot

A Computational Measure for the Semantic Readability of Segmented Texts

inferred← citeshttps://doi.org/10.1007/978-3-031-23119-3_5openalex-snapshot

Topic Modeling on Arabic Language Dataset: Comparative Study

inferred← citeshttps://doi.org/10.1007/978-3-031-23372-2_2openalex-snapshot

Topical Extractive Summarization

inferred← citeshttps://doi.org/10.1007/978-3-031-28032-0_4openalex-snapshot

Topic Evolution Analysis Based on Optimized Combined Topic Model: Illustrated as CRISPR Technology

inferred← citeshttps://doi.org/10.1007/978-3-031-28238-6_21openalex-snapshot

Improving Neural Topic Models with Wasserstein Knowledge Distillation

inferred← citeshttps://doi.org/10.1007/978-3-031-33374-3_31openalex-snapshot

Enhanced Topic Modeling with Multi-modal Representation Learning

inferred← citeshttps://doi.org/10.1007/978-3-031-36808-0_31openalex-snapshot

Thematic Modeling of Professional Communication Practices of Helping Specialists

inferred← citeshttps://doi.org/10.1007/978-3-031-36938-4_16openalex-snapshot

Neural Topic Modeling of Psychotherapy Sessions

inferred← citeshttps://doi.org/10.1007/978-3-031-43421-1_9openalex-snapshot

Encouraging Sparsity in Neural Topic Modeling with Non-Mean-Field Inference

inferred← citeshttps://doi.org/10.1007/978-3-031-44192-9_8openalex-snapshot

Generative Event Extraction via Internal Knowledge-Enhanced Prompt Learning

inferred← citeshttps://doi.org/10.1007/978-3-031-45275-8_9openalex-snapshot

Unmasking COVID-19 False Information on Twitter: A Topic-Based Approach with BERT

inferred← citeshttps://doi.org/10.1007/978-3-031-50188-3_9openalex-snapshot

Towards Hypothesis Generation for mHealth Applications: A Data Driven Approach

inferred← citeshttps://doi.org/10.1007/978-3-031-50755-7_16openalex-snapshot

Multilingual Transformer and BERTopic for Short Text Topic Modeling: The Case of Serbian

inferred← citeshttps://doi.org/10.1007/978-3-031-51664-1_10openalex-snapshot

Efficient Topic Detection Using an Adaptive Neural Network Architecture

inferred← citeshttps://doi.org/10.1007/978-3-031-51664-1_24openalex-snapshot

Topic Modelling of Legal Texts Using Bidirectional Encoder Representations from Sentence Transformers

inferred← citeshttps://doi.org/10.1007/978-3-031-55917-4_26openalex-snapshot

Uncovering Uncertainty in Narrative Economics: A Semantic Search Approach

inferred← citeshttps://doi.org/10.1007/978-3-031-56066-8_14openalex-snapshot

Optimizing BERTopic: Analysis and Reproducibility Study of Parameter Influences on Topic Modeling

inferred← citeshttps://doi.org/10.1007/978-3-031-58502-9_2openalex-snapshot

Topic Modeling Applied to Reddit Posts

inferred← citeshttps://doi.org/10.1007/978-3-031-63215-0_4openalex-snapshot

Generating Profiles of News Commentators with Language Models

inferred← citeshttps://doi.org/10.1007/978-3-031-64447-4_3openalex-snapshot

The Revolution of AI in Healthcare Between Diagnosis and Treatment

inferred← citeshttps://doi.org/10.1007/978-3-031-66336-9_16openalex-snapshot

Beyond Topic Modeling: Comparative Evaluation of Topic Interpretation by Large Language Models

inferred← citeshttps://doi.org/10.1007/978-3-031-70018-7_17openalex-snapshot

Evaluating the Coherence and Diversity in AI-Generated and Paraphrased Scientific Abstracts: A Fuzzy Topic Modeling Approach

inferred← citeshttps://doi.org/10.1007/978-3-031-70259-4_18openalex-snapshot

Topic Modeling with Variable Neighborhood Search

inferred← citeshttps://doi.org/10.1007/978-3-031-70371-3_16openalex-snapshot

Lifelong Hierarchical Topic Modeling via Nonparametric Word Embedding Clustering

inferred← citeshttps://doi.org/10.1007/978-3-031-70546-5_22openalex-snapshot

Synergistic Diverse Perspective for Topic Evolution Analysis on Weibo

inferred← citeshttps://doi.org/10.1007/978-3-031-74470-9_16openalex-snapshot

Enhancing Arabic Topic Modeling Using BERTopic

inferred← citeshttps://doi.org/10.1007/978-3-031-78189-6_20openalex-snapshot

Stereographic Projection for Embedding Hierarchical Structures in Hyperbolic Space

inferred← citeshttps://doi.org/10.1007/978-3-031-78189-6_22openalex-snapshot

Neural Topic Model with Distance Awareness

inferred← citeshttps://doi.org/10.1007/978-3-031-82484-5_22openalex-snapshot

Enhancing Cluster-Based Topic Models Through Parametric Dimensionality Reduction with Transformer-Encoders

inferred← citeshttps://doi.org/10.1007/978-3-031-85240-4_2openalex-snapshot

Visual and Textual Analysis of the Online Anti-feminicide Movement in Mexico: A Narrative Network Approach

inferred← citeshttps://doi.org/10.1007/978-3-031-87804-6_10openalex-snapshot

Reducing NLP Model Embeddings for Deployment in Embedded Systems

inferred← citeshttps://doi.org/10.1007/978-3-032-06109-6_17openalex-snapshot

Merging Embedded Topics with Optimal Transport for Online Topic Modeling on Data Streams

inferred← citeshttps://doi.org/10.1007/978-3-032-06179-9_7openalex-snapshot

Enhancing Corporate Bankruptcy Prediction with Machine Learning and Textual Analysis

inferred← citeshttps://doi.org/10.1007/978-3-032-08977-9_29openalex-snapshot

Exploring Manifold-Based Clustering Techniques for Enhanced Inductive Thematic Analysis

inferred← citeshttps://doi.org/10.1007/978-3-032-09318-9_20openalex-snapshot

A Hybrid Ensemble Framework for Topic Extraction in Vietnamese Legal Documents

inferred← citeshttps://doi.org/10.1007/978-3-032-13003-7_10openalex-snapshot

Decoding Career Hesitations in Online Discourse: Topic Modeling Analysis of Social Media Posts on Managerial Roles

inferred← citeshttps://doi.org/10.1007/978-3-032-13003-7_28openalex-snapshot

Encoding for Topic Modeling: Comparing Quality of Encoding Models for Topic Mining in Unstructured Textual Data

inferred← citeshttps://doi.org/10.1007/978-3-032-18480-1_46openalex-snapshot

A Dual-Attention Sparsemax Model for Adversarial Neural Topic Modeling

inferred← citeshttps://doi.org/10.1007/978-3-032-18897-7_21openalex-snapshot

An Empirical Comparison of Topic Models: LDA, NMF, and BERTopic Applied to Hotel Customer Reviews

inferred← citeshttps://doi.org/10.1007/978-3-032-20609-1_23openalex-snapshot

Dark Web Classification with TextCNN and Topic Modeling Weight Approach

inferred← citeshttps://doi.org/10.1007/978-3-032-21225-2_67openalex-snapshot

Machine Learning in Academia: A New Frontier for Evaluating Faculty Competence and Reputation

inferred← citeshttps://doi.org/10.1007/978-3-032-30612-8_19openalex-snapshot

Interpretable Document Clustering Through Neuralized K-means

inferred← citeshttps://doi.org/10.1007/978-3-032-30809-2_22openalex-snapshot

Improving Social Media Popularity Prediction with Language Model Generated Network Features

inferred← citeshttps://doi.org/10.1007/978-3-032-31654-7_44openalex-snapshot

Stay on Topic: Reducing Hallucinations in Large Language Models with LDA

inferred← citeshttps://doi.org/10.1007/978-3-032-31933-3_13openalex-snapshot

Self-supervised Learning of Contextualized Neural Topic Models with VIC Regularization

inferred← citeshttps://doi.org/10.1007/978-3-662-69603-3_3openalex-snapshot

ANTM: Aligned Neural Topic Models for Exploring Evolving Topics

inferred← citeshttps://doi.org/10.1007/978-981-19-8746-5_11openalex-snapshot

Hierarchical Topic Model Inference by Community Discovery on Word Co-occurrence Networks

inferred← citeshttps://doi.org/10.1007/978-981-19-8746-5_2openalex-snapshot

A Temperature-Modified Dynamic Embedded Topic Model

inferred← citeshttps://doi.org/10.1007/978-981-92-2864-5_34openalex-snapshot

SEAT: Semantic Entropy-Guided Adaptive Topic Modeling with Large Language Models

inferred← citeshttps://doi.org/10.1007/978-981-95-6196-4_28openalex-snapshot

LHATM: LLM-Guided Hierarchy-Aware Topic Modeling Framework

inferred← citeshttps://doi.org/10.1007/978-981-96-0119-6_19openalex-snapshot

Mongolian-Chinese Cross-Lingual Topic Detection Based on Knowledge Distillation and Contrastive Learning Methods

inferred← citeshttps://doi.org/10.1007/978-981-96-8170-9_35openalex-snapshot

LITA: An Efficient LLM-Assisted Iterative Topic Augmentation Framework

inferred← citeshttps://doi.org/10.1007/978-981-96-8853-1_1openalex-snapshot

Introduction

inferred← citeshttps://doi.org/10.1007/978-981-96-8853-1_2openalex-snapshot

Classical Topic Models

inferred← citeshttps://doi.org/10.1007/978-981-96-8853-1_3openalex-snapshot

Modern Topic Models

inferred← citeshttps://doi.org/10.1007/978-981-97-1552-7_31openalex-snapshot

Brand Management and Metaverse: A Data Mining Exploratory Approach

inferred← citeshttps://doi.org/10.1007/978-981-97-2421-5_27openalex-snapshot

CoTE: A Flexible Method for Joint Learning of Topic and Embedding Models

inferred← citeshttps://doi.org/10.1007/978-981-97-4982-9_15openalex-snapshot

Optimizing Neural Topic Modeling Pipelines for Low-Quality Speech Transcriptions

inferred← citeshttps://doi.org/10.1007/978-981-97-5669-8_21openalex-snapshot

Topics Guided Multimodal Fusion Network for Conversational Emotion Recognition

inferred← citeshttps://doi.org/10.1007/978-981-97-7238-4_19openalex-snapshot

CSGTM: Capsule Semantic Graph-Guided Latent Community Topics Discovery

inferred← citeshttps://doi.org/10.1007/978-981-97-7858-4_2openalex-snapshot

An Introduction to Topic Modeling Using the Latent Dirichlet Allocation in Educational Research: Potential Applications and Limitations

inferred← citeshttps://doi.org/10.1007/978-981-97-9006-7_14openalex-snapshot

Comparative Analysis of Different Concept Extraction Methods on Earnings Call Transcripts

inferred← citeshttps://doi.org/10.1007/978-981-97-9536-9_1openalex-snapshot

Educational Research Trends of the Use of Gaze Learning Data Through Topic Modeling and Scientometric Analysis

inferred← citeshttps://doi.org/10.1007/978-981-99-8181-6_28openalex-snapshot

Topic Modeling for Short Texts via Adaptive P$$\acute{o}$$lya Urn Dirichlet Multinomial Mixture

inferred← citeshttps://doi.org/10.1007/s00500-022-07771-9openalex-snapshot

Weakly supervised prototype topic model with discriminative seed words: modifying the category prior by self-exploring supervised signals

inferred← citeshttps://doi.org/10.1007/s00521-025-11231-4openalex-snapshot

Analyzing word embeddings and their impact on semantic similarity: through extreme simulated conditions to real dataset characteristics

inferred← citeshttps://doi.org/10.1007/s00521-025-11593-9openalex-snapshot

Large language models for efficient topic modeling

inferred← citeshttps://doi.org/10.1007/s00799-025-00429-5openalex-snapshot

Toward purpose-oriented topic model evaluation enabled by large language models

inferred← citeshttps://doi.org/10.1007/s10044-025-01486-xopenalex-snapshot

Knowledge emerging trend detection using relevance-based dynamic thin topic model

inferred← citeshttps://doi.org/10.1007/s10115-022-01805-2openalex-snapshot

Using topic-noise models to generate domain-specific topics across data sources

inferred← citeshttps://doi.org/10.1007/s10115-023-02005-2openalex-snapshot

Mining technology trends in scientific publications: a graph propagated neural topic modeling approach

inferred← citeshttps://doi.org/10.1007/s10115-025-02605-0openalex-snapshot

Leveraging large language models to enhance clustering-based topic modeling

inferred← citeshttps://doi.org/10.1007/s10462-022-10254-wopenalex-snapshot

Short text topic modelling approaches in the context of big data: taxonomy, survey, and analysis

inferred← citeshttps://doi.org/10.1007/s10462-024-11011-xopenalex-snapshot

Topic modelling through the bibliometrics lens and its technique

inferred← citeshttps://doi.org/10.1007/s10479-023-05545-6openalex-snapshot

A decision support system in precision medicine: contrastive multimodal learning for patient stratification

inferred← citeshttps://doi.org/10.1007/s10489-021-03100-zopenalex-snapshot

Similarity-based second chance autoencoders for textual data

inferred← citeshttps://doi.org/10.1007/s10489-022-03388-5openalex-snapshot

Probabilistic topic modeling for short text based on word embedding networks

inferred← citeshttps://doi.org/10.1007/s10489-026-07175-4openalex-snapshot

Unsupervised multimodal graph-based model for geo-social analysis

inferred← citeshttps://doi.org/10.1007/s10506-023-09371-wopenalex-snapshot

A topic discovery approach for unsupervised organization of legal document collections

inferred← citeshttps://doi.org/10.1007/s10618-022-00873-wopenalex-snapshot

Joint dynamic topic model for recognition of lead-lag relationship in two text corpora

inferred← citeshttps://doi.org/10.1007/s10618-026-01251-6openalex-snapshot

Hyperspherical Supervised Topic Models

inferred← citeshttps://doi.org/10.1007/s10639-023-11866-7openalex-snapshot

Enhancing lecture video navigation with AI generated summaries

inferred← citeshttps://doi.org/10.1007/s10639-024-12764-2openalex-snapshot

Natural language processing in educational research: The evolution of research topics

inferred← citeshttps://doi.org/10.1007/s10707-023-00504-6openalex-snapshot

A geometry-driven neural topic model for trip purpose inference

inferred← citeshttps://doi.org/10.1007/s10707-023-00505-5openalex-snapshot

DLRD: dual-level network for rumor detection on geo-textual data

inferred← citeshttps://doi.org/10.1007/s10707-024-00529-5openalex-snapshot

LENS: label sparsity-tolerant adversarial learning on spatial deceptive reviews

inferred← citeshttps://doi.org/10.1007/s10707-026-00584-0openalex-snapshot

Beyond unimodal metrics: a multimodal evaluation framework for geo-referenced content on social media

inferred← citeshttps://doi.org/10.1007/s10844-024-00891-8openalex-snapshot

A self-supervised seed-driven approach to topic modelling and clustering

inferred← citeshttps://doi.org/10.1007/s10994-026-07007-zopenalex-snapshot

The Impact of COVID-19 on Twitter Ego Networks: Structure, Sentiment, and Topics

inferred← citeshttps://doi.org/10.1007/s11002-022-09635-6openalex-snapshot

Marketing insights from text analysis

inferred← citeshttps://doi.org/10.1007/s11135-025-02173-zopenalex-snapshot

Healthcare and AI frontiers: thematic insights and domains categorization

inferred← citeshttps://doi.org/10.1007/s11192-022-04312-xopenalex-snapshot

Impact of model settings on the text-based Rao diversity index

inferred← citeshttps://doi.org/10.1007/s11192-023-04642-4openalex-snapshot

An embedding approach for analyzing the evolution of research topics with a case study on computer science subdomains

inferred← citeshttps://doi.org/10.1007/s11192-023-04766-7openalex-snapshot

Citation link prediction based on multi-relational neural topic model

inferred← citeshttps://doi.org/10.1007/s11192-025-05476-yopenalex-snapshot

Semantic filtering meets knowledge elements: a novel approach for emerging research topics discovery

inferred← citeshttps://doi.org/10.1007/s11192-026-05745-4openalex-snapshot

Bag-of-words or embedding-based topic models? Comparing LDA, BERTopic, and six other methods

inferred← citeshttps://doi.org/10.1007/s11205-024-03455-zopenalex-snapshot

Harmony in Chaos: A Comprehensive Exploration of Disruption and Sustainability Through NLP and Network Analysis

inferred← citeshttps://doi.org/10.1007/s11222-023-10265-9openalex-snapshot

Embedded topics in the stochastic block model

inferred← citeshttps://doi.org/10.1007/s11280-021-00970-8openalex-snapshot

Extracting nonlinear neural topics with neural variational bayes

inferred← citeshttps://doi.org/10.1007/s11628-025-00594-2openalex-snapshot

Consumer recognition of service and product attributes in smartphone rivalries

inferred← citeshttps://doi.org/10.1007/s12650-025-01043-yopenalex-snapshot

TextLens: large language models-powered visual analytics enhancing text clustering

inferred← citeshttps://doi.org/10.1007/s13278-022-00915-7openalex-snapshot

Analyzing social media for measuring public attitudes toward controversies and their driving factors: a case study of migration

inferred← citeshttps://doi.org/10.1007/s13278-024-01273-2openalex-snapshot

One-way ticket to the moon? An NLP-based insight on the phenomenon of small-scale neo-broker trading

inferred← citeshttps://doi.org/10.1007/s13278-025-01437-8openalex-snapshot

Leveraging social media for public health: NLP implementations for blood donation data analysis in Japan

inferred← citeshttps://doi.org/10.1007/s13278-025-01504-0openalex-snapshot

Tracing the 2024 U.S. election debate on Telegram with LLMs and graph analysis

inferred← citeshttps://doi.org/10.1007/s13369-024-08746-8openalex-snapshot

Cost Adjustment for Software Crowdsourcing Tasks Using Ensemble Effort Estimation and Topic Modeling

inferred← citeshttps://doi.org/10.1007/s40031-024-01181-1openalex-snapshot

An Investigation of Explicit Indicators for Identifying Cyberstalking Incidents Towards Sexism using Keyword-Assisted Topic Model

inferred← citeshttps://doi.org/10.1007/s40617-026-01207-8openalex-snapshot

Ethics Continuing Education Events at Association for Behavior Analysis International Annual Conventions (2016-2024): A Topic Modeling Analysis

inferred← citeshttps://doi.org/10.1007/s40745-026-00687-3openalex-snapshot

Economic Profile Generation from Textual Data Using an Algorithm Framework

inferred← citeshttps://doi.org/10.1007/s41019-023-00239-2openalex-snapshot

Uncovering Flat and Hierarchical Topics by Community Discovery on Word Co-occurrence Network

inferred← citeshttps://doi.org/10.1007/s41019-024-00244-zopenalex-snapshot

Leveraging Semantic Information for Enhanced Community Search in Heterogeneous Graphs

inferred← citeshttps://doi.org/10.1007/s41060-024-00610-0openalex-snapshot

Dynamic topic modelling for exploring the scientific literature on coronavirus: an unsupervised labelling technique

inferred← citeshttps://doi.org/10.1007/s41109-020-00321-yopenalex-snapshot

Improving topic modeling through homophily for legal documents

inferred← citeshttps://doi.org/10.1007/s41870-022-01123-4openalex-snapshot

Extracting information and inferences from a large text corpus

inferred← citeshttps://doi.org/10.1007/s41870-023-01273-zopenalex-snapshot

A two-staged NLP-based framework for assessing the sentiments on Indian supreme court judgments

inferred← citeshttps://doi.org/10.1007/s41870-023-01403-7openalex-snapshot

Normalized category travel personality by considering explicit and implicit feedback (NCTP): approach for improving travel recommender systems search result

inferred← citeshttps://doi.org/10.1007/s42001-024-00269-4openalex-snapshot

Content and interaction-based mapping of Reddit posts related to information security

inferred← citeshttps://doi.org/10.1007/s42452-025-07441-zopenalex-snapshot

Sentiment analysis and topic modeling in the context of scientific integrity: implications for teaching and research in higher education

inferred← citeshttps://doi.org/10.1007/s42979-024-03374-3openalex-snapshot

Cross-Domain Multilingual Clustering: A Generative Hybrid Model for Constructing and Enhancing Semantic Graphs from Heterogeneous Data

inferred← citeshttps://doi.org/10.1007/s42979-026-04801-3openalex-snapshot

Topic Modeling with Fine-Tuning LLMs and Bag of Sentences

inferred← citeshttps://doi.org/10.1007/s43762-025-00172-2openalex-snapshot

An explainable GeoAI approach for the multimodal analysis of urban human dynamics: a case study for the COVID-19 pandemic in Rio de Janeiro

inferred← citeshttps://doi.org/10.1007/s44327-026-00214-2openalex-snapshot

An AI-informed review connecting transportation equity research with urban pavement infrastructure

inferred← citeshttps://doi.org/10.1007/s44443-026-00563-3openalex-snapshot

Improving short text topic modeling through fairness attention and semantic-enhanced

inferred← citeshttps://doi.org/10.1016/j.accpm.2024.101390openalex-snapshot

Validation of a natural language processing algorithm using national reporting data to improve identification of anesthesia-related ADVerse evENTs: The “ADVENTURE” study

inferred← citeshttps://doi.org/10.1016/j.artint.2026.104502openalex-snapshot

Global and local context in short text neural topic model

inferred← citeshttps://doi.org/10.1016/j.artmed.2024.102898openalex-snapshot

Neural topic models with survival supervision: Jointly predicting time-to-event outcomes and learning how clinical features relate

inferred← citeshttps://doi.org/10.1016/j.asoc.2025.112700openalex-snapshot

Semantic-based topic model for public opinion analysis in sudden-onset disasters

inferred← citeshttps://doi.org/10.1016/j.autcon.2024.105875openalex-snapshot

Identifying issues in international construction projects from news text using pre-trained models and clustering

inferred← citeshttps://doi.org/10.1016/j.autcon.2024.105890openalex-snapshot

Neural topic modeling of machine learning applications in building: Key topics, algorithms, and evolution patterns

inferred← citeshttps://doi.org/10.1016/j.bar.2026.101986openalex-snapshot

Large Language Models as Research Assistants: The Risk of Topic-Overclassification in Financial Disclosure Research

inferred← citeshttps://doi.org/10.1016/j.bdr.2022.100344openalex-snapshot

Neural Topic Modeling with Deep Mutual Information Estimation

inferred← citeshttps://doi.org/10.1016/j.bdr.2025.100551openalex-snapshot

BETM: A new pre-trained BERT-guided embedding-based topic model

inferred← citeshttps://doi.org/10.1016/j.cels.2026.101563openalex-snapshot

GFETM: Genome foundation-based embedded topic model for scATAC-seq modeling

inferred← citeshttps://doi.org/10.1016/j.childyouth.2024.107930openalex-snapshot

Using natural language processing approaches to characterize professional experiences of child welfare workers

inferred← citeshttps://doi.org/10.1016/j.cities.2025.106183openalex-snapshot

Global and local feature extraction of urban historical spatial perception using large language models: A case study of Harbin Central Street District

inferred← citeshttps://doi.org/10.1016/j.clsr.2025.106253openalex-snapshot

Mapping the meaning of human dignity at the European Court of Human Rights: An unsupervised learning approach

inferred← citeshttps://doi.org/10.1016/j.compbiomed.2024.109144openalex-snapshot

Dementia risk prediction using decision-focused content selection from medical notes

inferred← citeshttps://doi.org/10.1016/j.cose.2022.102749openalex-snapshot

Transferable adversarial examples can efficiently fool topic models

inferred← citeshttps://doi.org/10.1016/j.csda.2024.108011openalex-snapshot

An embedded diachronic sense change model with a case study from ancient Greek

inferred← citeshttps://doi.org/10.1016/j.csl.2026.101958openalex-snapshot

Dialogue summarization with topic enhancement and factual consistency contrast

inferred← citeshttps://doi.org/10.1016/j.cstp.2024.101154openalex-snapshot

Railroad safety: A systematic analysis of Twitter data

inferred← citeshttps://doi.org/10.1016/j.dib.2022.108442openalex-snapshot

A social and news media benchmark dataset for topic modeling

inferred← citeshttps://doi.org/10.1016/j.diggeo.2026.100172openalex-snapshot

Everywhere she maps, she changes the discourse: A topic modeling of the gender discourse in YouthMappers blogs

inferred← citeshttps://doi.org/10.1016/j.dsim.2025.01.002openalex-snapshot

A comparative study of neural sinkhorn topic model based on different word embedding

inferred← citeshttps://doi.org/10.1016/j.ecoinf.2026.104046openalex-snapshot

Digital Return to Nature: Mapping the evolution of AI in landscape ecology

inferred← citeshttps://doi.org/10.1016/j.engappai.2024.108877openalex-snapshot

Investigating the optimal number of topics by advanced text-mining techniques: Sustainable energy research

inferred← citeshttps://doi.org/10.1016/j.engappai.2025.111508openalex-snapshot

Topic models for decision-support systems, Part II: Expert-in-the-loop hierarchical topic models

inferred← citeshttps://doi.org/10.1016/j.entcom.2026.101244openalex-snapshot

Dynamic prioritization of player demands in MOBA mobile games based on online reviews

inferred← citeshttps://doi.org/10.1016/j.eswa.2022.117303openalex-snapshot

Preliminary exploration of topic modelling representations for Electronic Health Records coding according to the International Classification of Diseases in Spanish

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.124567openalex-snapshot

TASP: Topic-based abstractive summarization of Facebook text posts

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.124850openalex-snapshot

Bridging spherical mixture distributions and word semantic knowledge for Neural Topic Modeling

inferred← citeshttps://doi.org/10.1016/j.eswa.2024.125709openalex-snapshot

External information enhancing topic model based on graph neural network

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.131629openalex-snapshot

Data-driven multi-criteria decision support method for energy transition path assessment using social media

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133225openalex-snapshot

HiCoSpanTM: A hierarchical contrastive and span-aware topic modeling framework

inferred← citeshttps://doi.org/10.1016/j.eswa.2026.133996openalex-snapshot

TopiCLEAR: Adaptive embedding clustering for interpretable topic discovery from short texts

inferred← citeshttps://doi.org/10.1016/j.future.2024.03.025openalex-snapshot

A Big Data architecture for early identification and categorization of dark web sites

inferred← citeshttps://doi.org/10.1016/j.gltp.2021.08.005openalex-snapshot

Unsupervised Aspect Extraction Algorithm for opinion mining using topic modeling

inferred← citeshttps://doi.org/10.1016/j.heliyon.2024.e36808openalex-snapshot

Unveiling temporal and spatial research trends in precision agriculture: A BERTopic text mining approach

inferred← citeshttps://doi.org/10.1016/j.heliyon.2024.e40763openalex-snapshot

Cross-domain topic transfer learning method based on multiple balance and feature fusion

inferred← citeshttps://doi.org/10.1016/j.ijar.2026.109642openalex-snapshot

Unsupervised sentiment detection with mixtures of Beta-Liouville Multinomial distributions

inferred← citeshttps://doi.org/10.1016/j.ijmedinf.2026.106269openalex-snapshot

A topic modeling analysis of stigma dimensions, social, and related behavioral circumstances in clinical notes among patients with HIV

inferred← citeshttps://doi.org/10.1016/j.ijresmar.2025.05.004openalex-snapshot

A topic change point model for phrase-based topic inference

inferred← citeshttps://doi.org/10.1016/j.ijrobp.2025.01.009openalex-snapshot

Semiautomated Extraction of Research Topics and Trends From National Cancer Institute Funding in Radiological Sciences From 2000 to 2020

inferred← citeshttps://doi.org/10.1016/j.ins.2022.06.081openalex-snapshot

Neural topic-enhanced cross-lingual word embeddings for CLIR

inferred← citeshttps://doi.org/10.1016/j.ins.2023.02.076openalex-snapshot

The role of hyper-parameters in relational topic models: Prediction capabilities vs topic quality

inferred← citeshttps://doi.org/10.1016/j.ins.2024.120880openalex-snapshot

DEDC-IMAE: A deep evolutionary document clustering model with inherited mixed autoencoder

inferred← citeshttps://doi.org/10.1016/j.ins.2024.121162openalex-snapshot

SKYPER: Legal case retrieval via skeleton-aware hypergraph embedding in the hyperbolic space

inferred← citeshttps://doi.org/10.1016/j.ins.2025.122219openalex-snapshot

Incorporating metadata: A novel variational neural topic model for bond default prediction

inferred← citeshttps://doi.org/10.1016/j.ipm.2021.102614openalex-snapshot

Neural variational sparse topic model for sparse explainable text representation

inferred← citeshttps://doi.org/10.1016/j.ipm.2021.102864openalex-snapshot

Improving neural topic modeling via Sinkhorn divergence

inferred← citeshttps://doi.org/10.1016/j.ipm.2022.102921openalex-snapshot

Comparing PSO-based clustering over contextual vector embeddings to modern topic modeling

inferred← citeshttps://doi.org/10.1016/j.ipm.2022.103164openalex-snapshot

Improving topic disentanglement via contrastive learning

inferred← citeshttps://doi.org/10.1016/j.ipm.2022.103215openalex-snapshot

Graph neural topic model with commonsense knowledge

inferred← citeshttps://doi.org/10.1016/j.ipm.2023.103409openalex-snapshot

Plan and generate: Explicit and implicit variational augmentation for multi-document summarization of scientific articles

inferred← citeshttps://doi.org/10.1016/j.ipm.2024.103753openalex-snapshot

Joint modeling of causal phrases-sentiments-aspects using Hierarchical Pitman Yor Process

inferred← citeshttps://doi.org/10.1016/j.ipm.2024.103785openalex-snapshot

DCTM: Dual Contrastive Topic Model for identifiable topic extraction

inferred← citeshttps://doi.org/10.1016/j.ipm.2025.104411openalex-snapshot

Enhancing neural topic modeling for social media text via semantic bag of word clusters and log-domain Sinkhorn transport

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