Topic Model 相关论文

ICML

2014

1 、Jian Tang, ZhaoshiMeng, XuanLongNguyen, Qiaozhu Mei, MingZhang: Understanding the LimitingFactors of Topic Modeling via Posterior Contraction Analysis. ICML2014:190-198

2、MaximRabinovich, David M. Blei: The Inverse Regression Topic Model. ICML2014:199-207

3、David Inouye, PradeepD. Ravikumar, InderjitS. Dhillon: Admixture ofPoisson MRFs: A Topic Model with Word Dependencies.ICML2014:683-691

2013  

§ 1、Jun Zhu, NingChen, Hugh Perkins, Bo Zhang: Gibbs Max-Margin Topic Models with Fast SamplingAlgorithms. ICML2013:124-132

2、Do-kyumKim, GeoffreyM. Voelker, LawrenceK. Saul: A Variational Approximationfor Topic Modeling of Hierarchical Corpora.ICML2013:55-63

3、UriShalit, DaphnaWeinshall, Gal Chechik: Modeling Musical Influence with Topic Models. ICML2013:244-252

4MrinalKanti Das, SuparnaBhattacharya, ChiranjibBhattacharyya, KanchiGopinath: Subtle Topic Models andDiscovering Subtly Manifested Software Concerns Automatically. ICML2013:253-261

5、SanjeevArora, Rong Ge, YonatanHalpern, David M.Mimno, Ankur Moitra, DavidSontag, Yichen Wu, MichaelZhu: A Practical Algorithm for Topic Modeling withProvable Guarantees. ICML2013:280-288

6、Jason Chuang, SonalGupta, ChristopherD. Manning, Jeffrey Heer: Topic Model Diagnostics: Assessing Domain Relevance viaTopical Alignment. ICML 2013:612-620

7、DaphnaWeinshall, Gal Levi, DmitriHanukaev: LDA Topic Model with SoftAssignment of Descriptors to Words. ICML2013:711-719

8、Minje Kim, ParisSmaragdis: Manifold PreservingHierarchical Topic Models for Quantization and Approximation. ICML2013:1373-1381

2012

1、AthinaSpiliopoulou, Amos J.Storkey: A Topic Model for MelodicSequences. ICML2012

2、Dongwoo Kim, Suin Kim, Alice H.Oh: Dirichlet Process with Mixed Random Measures: ANonparametric Topic Model for Labeled Data. ICML2012

2011

1、Haojun Chen, David B.Dunson, LawrenceCarin: Topic Modeling withNonparametric Markov Tree. ICML2011:377-384

2、LingboLi, MingyuanZhou, GuillermoSapiro, LawrenceCarin: On the Integration of TopicModeling and Dictionary Learning.ICML2011:625-63

KDD

2013

1、Jun Zhu, XunZheng, Li Zhou, Bo Zhang: Scalable inference in max-margin topic models. KDD2013:964-972

2012

1、Xu Chen, MingyuanZhou, LawrenceCarin: The contextual focused topicmodel. KDD2012:96-104

2、Yu Wang, EugeneAgichtein, Michele Benzi: TM-LDA: efficient online modeling of latent topictransitions in social media. KDD2012:123-131

2011

1、Chong Wang, David M.Blei: Collaborative topic modelingfor recommending scientific articles. KDD2011:448-456

2、Daniel Ramage, ChristopherD. Manning, Susan T.Dumais: Partially labeled topic modelsfor interpretable text mining. KDD2011:457-465

3、Jun Zhu, Ni Lao, NingChen, Eric P. Xing: Conditional topical coding: an efficient topic modelconditioned on rich features.KDD2011:475-483

4、Liangjie Hong, DaweiYin, Jian Guo, Brian D.Davison: Tracking trends: incorporatingterm volume into temporal topic models.KDD2011:484-492

5、Liangjie Hong, ByronDom, SivaGurumurthy, KostasTsioutsiouliklis: A time-dependenttopic model for multiple text streams.KDD2011:832-840

6、SaurabhKataria, KrishnanS. Kumar, RajeevRastogi, PrithvirajSen, SrinivasanH. Sengamedu: Entitydisambiguation with hierarchical topic models. KDD2011:1037-104 

7、Hongbo Deng, JiaweiHan, Bo Zhao, YintaoYu, CindyXide Lin: Probabilistic topic modelswith biased propagation on heterogeneous information networks. KDD2011:1271-1279

2010

1、Dan He, DouglasStott Parker Jr.: Topic dynamics: analternative model of bursts in streams of topics. KDD2010:443-452

2、Seungil Huh, StephenE. Fienberg: Discriminativetopic modeling based on manifold learning. KDD2010:653-662

3、TomoharuIwata, TakeshiYamada, YasushiSakurai, Naonori Ueda: Online multiscale dynamic topic models. KDD2010:663-672

4、Issei Sato, HiroshiNakagawa: Topic models with power-lawusing Pitman-Yor process. KDD2010:673-682

5、Caimei Lu, XiaohuaHu, Xin Chen, Jung-ranPark, Tingting He, ZhoujunLi: The topic-perspective model for social taggingsystems. KDD2010:683-692

CIKM

2013

1、MorganHarvey, FabioCrestani, MarkJames Carman: Building userprofiles from topic models for personalised search. CIKM2013:2309-2314

2012

Guangyou Zhou, SiweiLai, Kang Liu, Jun Zhao: Topic-sensitive probabilistic model for expert finding inquestion answer communities. CIKM2012:1662-1666

Jianwen Wang, XiaohuaHu, XinhuiTu, TingtingHe: Author-conference topic-connection model foracademic network search. CIKM2012:2179-2183

Zongcheng Ji, Fei Xu, Bin Wang, Ben He: Question-answer topic model for question retrieval incommunity question answering.CIKM2012:2471-2474

2011

1、MrinmayaSachan, DanishContractor, TanveerA. Faruquie, L.Venkata Subramaniam: Probabilisticmodel for discovering topic based communities in social networks. CIKM2011:2349-2352

2、Xiaobing Xue, XiaoxinYin: Topic modeling for named entity queries. CIKM2011:2009-2012

ICDM

2013

Hau Chan, LemanAkoglu: External Evaluation of TopicModels: A Graph Mining Approach. ICDM2013:973-978

SnigdhaChaturvedi, HalDaumé III, Taesun Moon: Discriminatively Enhanced Topic Models. ICDM2013:985-990

Bo Hu, MohsenJamali, Martin Ester: Spatio-Temporal Topic Modeling in Mobile Social Media forLocation Recommendation. ICDM2013:1073-1078

2012

DongshengDuan, Yuhua Li, RuixuanLi, RuiZhang, Aiming Wen: RankTopic: Ranking Based Topic Modeling. ICDM2012:211-220

Hyungsul Kim, YizhouSun, JuliaHockenmaier, Jiawei Han: ETM: Entity Topic Models for Mining Documents Associatedwith Entities. ICDM2012:349-358

NiketanPansare, ChrisJermaine, Peter J. Haas, NitendraRajput: Topic Models over SpokenLanguage. ICDM2012:1062-1067

2010

Fuzhen Zhuang, Ping Luo, ZhiyongShen, Qing He, YuhongXiong, Zhongzhi Shi: D-LDA: A Topic Modeling Approach without ConstraintGeneration for Semi-defined Classification. ICDM2010:709-718

Zhiyong Shen, Ping Luo, ShengwenYang, Xukun Shen: Topic Modeling Ensembles. ICDM2010:1031-1036

SIGIR

2013

1、Shoaib Jameel, Wai Lam: An unsupervised topic segmentation model incorporating wordorder. SIGIR2013:203-212

2、Qifan Wang, DanZhang, Luo Si: Semantic hashing using tags and topic modeling. SIGIR2013:213-222

3、Youngchul Cha, Bin Bi, Chu-ChengHsieh, Junghoo Cho: Incorporating popularity in topic models for social networkanalysis.SIGIR2013:223-232

4、Sujian Li, Jiwei Li, Tao Song, WenjieLi, BaobaoChang: A novel topic model forautomatic term extraction. SIGIR2013:885-888

5、RishabhMehrotra, Scott Sanner, Wray L.Buntine, Lexing Xie: Improving LDA topic models for microblogs via tweet poolingand automatic labeling. SIGIR2013:889-892 

2012

1、Quan Wang, ZhengCao, Jun Xu, Hang Li: Group matrix factorization for scalable topic modeling. SIGIR2012:375-38

2、YoungchulCha, JunghooCho: Social-network analysis using topic models. SIGIR2012:565-574

3、Tuan A. Tran: Exploiting temporal topic models in social media retrieval. SIGIR2012:999

4、Corey W.Arnold, WilliamSpeier: A topic model of clinicalreports. SIGIR2012:1031-1032

2011

1、ChengXiangZhai: Beyond search: statisticaltopic models for text analysis. SIGIR2011:3-4

2、Hongbo Deng, Bo Zhao, JiaweiHan: Collective topic modeling for heterogeneousnetworks. SIGIR2011:1109-1110

2010

1、NoriakiKawamae: Author interest topic model. SIGIR2010:887-888

2009

1、VietHa-Thuc, Yelena Mejova, ChristopherG. Harris, PadminiSrinivasan: A relevance-basedtopic model for news event tracking.SIGIR2009:764-765

（事件监测）

2、Zhen Guo, ShenghuoZhu, Yun Chi, ZhongfeiZhang, Yihong Gong: A latent topic model for linked documents. SIGIR 2009:720-721

（相关的文档）

3、IoannisArapakis, IoannisKonstas, JoemonM. Jose, IoannisKompatsiaris: Modeling facialexpressions and peripheral physiological signals to predict topical relevance. SIGIR2009:728-729

（模拟表情预测主题的相关性）

PAKDD

2014

1、AntonSlutsky, Xiaohua Hu, Yuan An: Hash-Based Stream LDA: Topic Modeling in Social Streams. PAKDD2014:151-162

2、Tianqing Zhu, Gang Li, WanleiZhou, Ping Xiong, Cao Yuan: Deferentially Private Tagging Recommendation Based on TopicModel.PAKDD2014:557-568

3、ElnazDelpisheh, Aijun An: Topic Modeling Using Collapsed Typed Dependency Relations. PAKDD2014:146-161

2013

1、JuanYang, Jia Zeng, WilliamK. Cheung: Multiplex Topic Models. PAKDD2013:568-582

2、JuanYang, Jia Zeng, WilliamK. Cheung: Multiplex Topic Models. PAKDD2013:568-582

3、Meng-SungWu, Chia-PingChen, Hsin-Min Wang: Query-Document Relevance Topic Models. PAKDD2013:209-220

4、Yang Gao, Yue Xu, YuefengLi, Bin Liu: A Two-Stage Approach for Generating Topic Models. PAKDD2013:221-232

5、Huidong Jin, LijiuZhang, Lan Du: Semantic Title Evaluation and Recommendation Based on TopicModels. PAKDD2013:402-413

2012

1、Young-SeobJeong, Ho-Jin Choi: Sequential Entity Group Topic Model for Getting Topic Flowsof Entity Groups within One Document. PAKDD2012:366-378

2、Kuifei Yu, BaoxianZhang, Hengshu Zhu, HuanhuanCao, JileiTian: Towards PersonalizedContext-Aware Recommendation by Mining Context Logs through Topic Models. PAKDD2012:431-443

2011

1、TomonariMasada, AtsuhiroTakasu, YuichiroShibata, Kiyoshi Oguri: Steering Time-Dependent Estimationof Posteriors with Hyperparameter Indexing in Bayesian Topic Models. PAKDD2011:435-447

2、HiroshiFujimoto, Minoru Etoh, AkiraKinno, YoshikazuAkinaga: Topic Analysis of Web UserBehavior Using LDA Model on Proxy Logs. PAKDD2011:525-536

3、Rohit Parimi, DoinaCaragea: Predicting Friendship Links inSocial Networks Using a Topic Modeling Approach. PAKDD2011:75-86

2010

1、WanhongXu: Supervising Latent Topic Model forMaximum-Margin Text Classification and Regression. PAKDD2010:403-414

2、Peng Jiang, ChunxiaZhang, Qing Yang, ZhendongNiu: Blog Opinion Retrieval Based on Topic-OpinionMixture Model. PAKDD2010:249-260

2008

HitohiroShiozaki, Koji Eguchi, TakenaoOhkawa: Entity Network PredictionUsing Multitype Topic Models. PAKDD2008:705-71

BayesianTopic Models

2014

Renjie Liao, Jun Zhu, ZengchangQin: Nonparametric bayesian upstream supervisedmulti-modal topic models. WSDM2014:493-50

2013

Jun Zhu, XunZheng, Bo Zhang: Improved Bayesian Logistic Supervised Topic Models withData Augmentation. ACL2013:187-195

Hiroshi Noji, DaichiMochihashi, Yusuke Miyao: Improvements to the Bayesian Topic N-Gram Models. EMNLP2013:1180-1190

Zhiyuan Shi, TimothyM. Hospedales, Tao Xiang: Bayesian Joint Topic Modelling for Weakly Supervised ObjectLocalisation. ICCV2013:2984-2991

2012

AvishaiHendel, DaphnaWeinshall, Shmuel Peleg: Identifying Surprising Events in Video Using Bayesian TopicModels. Detectionand Identification of Rare Audiovisual Cues 2012:97-105

DanielDavid Walker, Eric K.Ringger, Kevin D.Seppi: Topics Over NonparametricTime: A Supervised Topic Model Using Bayesian Nonparametric Density Estimation. BMA2012:74-83

Yan Chen, ZhoujunLi, LiqiangNie, Xia Hu, XiangyuWang, Tat-Seng Chua, XiaomingZhang: A Semi-Supervised BayesianNetwork Model for Microblog Topic Classification. COLING2012:561-576

Takuma Otsuka, KatsuhikoIshiguro, HiroshiSawada, HiroshiG. Okuno: Unified auditory functionsbased on Bayesian topic model.IROS2012:2370-2376

2011

Jiewei Wang, YunhongWang, ZhaoxiangZhang: Interesting region detectionin aerial video using Bayesian topic models. ACPR2011:706-710

DavidM. Mimno, DavidM. Blei: Bayesian Checking for TopicModels. EMNLP2011:227-237

ChristopherCramer, LawrenceCarin: Bayesian topic models fordescribing computer network behaviors. ICASSP2011:1888-1891

TomonariMasada, AtsuhiroTakasu, YuichiroShibata, Kiyoshi Oguri: Steering Time-Dependent Estimation of Posteriors withHyperparameter Indexing in Bayesian Topic Models. PAKDD2011:435-447

2010

AvishaiHendel, DaphnaWeinshall, Shmuel Peleg: Identifying Surprising Events in Videos Using BayesianTopic Models. ACCV2010:448-459

Tikara Hosino: Bayesian Joint Optimization for Topic Model and Clustering. ICANN2010:77-86

2008

Meng-Sung Wu, Jen-TzungChien: Bayesian latent topicclustering model. INTERSPEECH2008:2162-2165