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Probabilistic Topic Modeling for Comparative Analysis of Document Collections

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What this work says

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

inferredcites →https://doi.org/10.1002/nav.3800020109openalex-snapshot
The Hungarian method for the assignment problem
inferredcites →https://doi.org/10.1007/978-0-387-45528-0openalex-snapshot
Pattern Recognition and Machine Learning
inferredcites →https://doi.org/10.1007/bf02293801openalex-snapshot
Marginal Maximum Likelihood Estimation of Item Parameters: Application of an EM Algorithm
inferredcites →https://doi.org/10.1016/j.ins.2014.02.137openalex-snapshot
Evaluation of clustering algorithms for financial risk analysis using MCDM methods
inferredcites →https://doi.org/10.1109/icdm.2008.57openalex-snapshot
Non-negative Matrix Factorization on Manifold
inferredcites →https://doi.org/10.1109/icdm.2015.112openalex-snapshot
Mining Multi-aspect Reflection of News Events in Twitter: Discovery, Linking and Presentation
inferredcites →https://doi.org/10.1109/tevc.2008.927706openalex-snapshot
Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization
inferredcites →https://doi.org/10.1109/tkde.2011.48openalex-snapshot
Weakly Supervised Joint Sentiment-Topic Detection from Text
inferredcites →https://doi.org/10.1109/tpami.2013.69openalex-snapshot
Latent Dirichlet Allocation Models for Image Classification
inferredcites →https://doi.org/10.1109/tpami.2014.2318728openalex-snapshot
Nested Hierarchical Dirichlet Processes
inferredcites →https://doi.org/10.1109/tpami.2017.2648786openalex-snapshot
Learning Supervised Topic Models for Classification and Regression from Crowds
inferredcites →https://doi.org/10.1109/tvcg.2013.212openalex-snapshot
UTOPIAN: User-Driven Topic Modeling Based on Interactive Nonnegative Matrix Factorization
inferredcites →https://doi.org/10.1142/s0219622012500095openalex-snapshot
EVALUATION OF CLASSIFICATION ALGORITHMS USING MCDM AND RANK CORRELATION
inferredcites →https://doi.org/10.1145/1150402.1150450openalex-snapshot
Topics over time
inferredcites →https://doi.org/10.1145/1401890.1401960openalex-snapshot
Fast collapsed gibbs sampling for latent dirichlet allocation
inferredcites →https://doi.org/10.1145/2009916.2010006openalex-snapshot
ILDA
inferredcites →https://doi.org/10.1145/2020408.2020481openalex-snapshot
Partially labeled topic models for interpretable text mining
inferredcites →https://doi.org/10.1145/2488388.2488467openalex-snapshot
The FLDA model for aspect-based opinion mining
inferredcites →https://doi.org/10.1145/2783258.2783338openalex-snapshot
Simultaneous Discovery of Common and Discriminative Topics via Joint Nonnegative Matrix Factorization
inferredcites →https://doi.org/10.1145/3018661.3018690openalex-snapshot
Comparative Document Analysis for Large Text Corpora
inferredcites →https://doi.org/10.1145/3018661.3018728openalex-snapshot
Modeling Event Importance for Ranking Daily News Events
inferredcites →https://doi.org/10.1145/312624.312649openalex-snapshot
Probabilistic latent semantic indexing
inferredcites →https://doi.org/10.1145/3308558.3313617openalex-snapshot
ContraVis: Contrastive and Visual Topic Modeling for Comparing Document Collections
inferredcites →https://doi.org/10.1561/1500000030openalex-snapshot
Applications of Topic Models
inferredcites →https://doi.org/10.3115/1613715openalex-snapshot
Proceedings of the Conference on Empirical Methods in Natural Language Processing - EMNLP '08
inferredcites →https://doi.org/10.3115/v1/p15-1056openalex-snapshot
Bring you to the past: Automatic Generation of Topically Relevant Event Chronicles
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

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-031-36819-6_4openalex-snapshot
A Selective Supervised Latent Beta-Liouville Allocation for Document Classification
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/s10489-022-04378-3openalex-snapshot
Cross-collection latent Beta-Liouville allocation model training with privacy protection and applications
inferred← citeshttps://doi.org/10.1007/s11192-021-04085-9openalex-snapshot
An approach for detecting the commonality and specialty between scientific publications and patents
inferred← citeshttps://doi.org/10.1007/s41060-026-01056-2openalex-snapshot
Flexible priors for cross-collection topic modeling: an approach with generalized Dirichlet and Beta-Liouville distributions
inferred← citeshttps://doi.org/10.1016/j.csda.2022.107518openalex-snapshot
Local and global topics in text modeling of web pages nested in web sites
inferred← citeshttps://doi.org/10.1016/j.eswa.2023.121720openalex-snapshot
Parallel inference for cross-collection latent generalized Dirichlet allocation model and applications
inferred← citeshttps://doi.org/10.1016/j.ins.2022.10.119openalex-snapshot
Bayesian sparse joint dynamic topic model with flexible lead-lag order
inferred← citeshttps://doi.org/10.1016/j.procs.2023.01.193openalex-snapshot
Question Tags or Text for Topic Modeling: Which is better
inferred← citeshttps://doi.org/10.1080/08839514.2024.2403904openalex-snapshot
Integration of Neural Embeddings and Probabilistic Models in Topic Modeling
inferred← citeshttps://doi.org/10.1108/ijes-01-2025-0002openalex-snapshot
Disparities and determinants of EMS response times: a mixed-methods systematic review and LDA-based thematic analysis
inferred← citeshttps://doi.org/10.1109/hpcc-dss-smartcity-dependsys60770.2023.00128openalex-snapshot
Generalized Dirichlet-Multinomial Regression: Leveraging Arbitrary Features for Topic Modelling
inferred← citeshttps://doi.org/10.1109/icmla58977.2023.00292openalex-snapshot
Advancing Multinomial Regression and Topic Modeling with Beta-Liouville Distributions
inferred← citeshttps://doi.org/10.1111/exsy.13789openalex-snapshot
Flexible Distribution Approaches to Enhance Regression and Deep Topic Modelling Techniques
inferred← citeshttps://doi.org/10.1142/s0219622022500584openalex-snapshot
Opinion Mining Using Enriched Joint Sentiment-Topic Model
inferred← citeshttps://doi.org/10.1145/3451397openalex-snapshot
Graph-Based Stock Recommendation by Time-Aware Relational Attention Network
inferred← citeshttps://doi.org/10.1145/3451530openalex-snapshot
Recurrent Coupled Topic Modeling over Sequential Documents
inferred← citeshttps://doi.org/10.1145/3477539openalex-snapshot
Corpus-level and Concept-based Explanations for Interpretable Document Classification
inferred← citeshttps://doi.org/10.1155/2022/7612276openalex-snapshot
Weighted Joint Sentiment-Topic Model for Sentiment Analysis Compared to ALGA: Adaptive Lexicon Learning Using Genetic Algorithm
inferred← citeshttps://doi.org/10.26650/jot.2022.8.1.1047512openalex-snapshot
Turkish Customers’ Perceptions of Dining Experience in Asian Restaurants in Istanbul
inferred← citeshttps://doi.org/10.3233/jifs-233551openalex-snapshot
A survey of topic models: From a whole-cycle perspective
inferred← citeshttps://doi.org/10.3390/electronics13101859openalex-snapshot
Hidden Variable Models in Text Classification and Sentiment Analysis
inferred← citeshttps://doi.org/10.3390/su162411275openalex-snapshot
Crisis Response in Tourism: Semantic Networks and Topic Modeling in the Hotel and Aviation Industries
inferred← citeshttps://doi.org/10.35760/ik.2023.v28i1.7925openalex-snapshot
ANALISIS PEMODELAN TOPIK UNTUK ULASAN TENTANG PEDULI LINDUNGI
inferred← citeshttps://doi.org/10.48550/arxiv.2104.07969openalex-snapshot
Hierarchical Topic Presence Models
inferred← citeshttps://doi.org/10.56294/dm2024282openalex-snapshot
Data lake management using topic modeling techniques
inferred← citeshttps://doi.org/10.7717/peerj-cs.1940openalex-snapshot
Insights into the nutritional prevention of macular degeneration based on a comparative topic modeling approach
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