Studying the language and structure in non-programmers' solutions to programming problems. - John F. Pane; Chotirat (Ann) Ratanamahatana; Brad A. Myers (Int. J. Hum. Comput. Stud., 2001)

Feature Selection for the Naive Bayesian Classifier Using Decision Trees. - Chotirat (Ann) Ratanamahatana; Dimitrios Gunopulos (Appl. Artif. Intell., 2003)

Towards parameter-free data mining. - Eamonn J. Keogh; Stefano Lonardi; Chotirat (Ann) Ratanamahatana (KDD, 2004)

Making Time-Series Classification More Accurate Using Learned Constraints. - Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh (SDM, 2004)

Mining Time Series Data. - Chotirat (Ann) Ratanamahatana; Jessica Lin 001; Dimitrios Gunopulos; Eamonn J. Keogh; Michail Vlachos; Gautam Das 001 (The Data Mining and Knowledge Discovery Handbook, 2005)

A Practical Tool for Visualizing and Data Mining Medical Time Series. - Li Wei 001; Nitin Kumar 002; Venkata Nishanth Lolla; Eamonn J. Keogh; Stefano Lonardi; Chotirat (Ann) Ratanamahatana; Helga Van Herle (CBMS, 2005)

Multimedia Retrieval Using Time Series Representation and Relevance Feedback. - Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh (ICADL, 2005)

Partial Elastic Matching of Time Series. - Longin Jan Latecki; Vasileios Megalooikonomou; Qiang Wang 010; Rolf Lakämper; Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh (ICDM, 2005)

Using Relevance Feedback to Learn Both the Distance Measure and the Query in Multimedia Databases. - Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh (KES (2), 2005)

A Novel Bit Level Time Series Representation with Implication of Similarity Search and Clustering. - Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh; Anthony J. Bagnall; Stefano Lonardi (PAKDD, 2005)

Elastic Partial Matching of Time Series. - Longin Jan Latecki; Vasilis Megalooikonomou; Qiang Wang 010; Rolf Lakämper; Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh (PKDD, 2005)

Time-series Bitmaps: a Practical Visualization Tool for Working with Large Time Series Databases. - Nitin Kumar 002; Venkata Nishanth Lolla; Eamonn J. Keogh; Stefano Lonardi; Chotirat (Ann) Ratanamahatana (SDM, 2005)

Three Myths about Dynamic Time Warping Data Mining. - Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh (SDM, 2005)

Assumption-Free Anomaly Detection in Time Series. - Li Wei 001; Nitin Kumar 002; Venkata Nishanth Lolla; Eamonn J. Keogh; Stefano Lonardi; Chotirat (Ann) Ratanamahatana (SSDBM, 2005)

Scaling and Time Warping in Time Series Querying. - Ada Wai-Chee Fu; Eamonn J. Keogh; Leo Yung Hang Lau; Chotirat (Ann) Ratanamahatana (VLDB, 2005)

Exact indexing of dynamic time warping. - Eamonn J. Keogh; Chotirat (Ann) Ratanamahatana (Knowl. Inf. Syst., 2005)

Speech Audio Retrieval Using Voice Query. - Chotirat Ann Ratanamahatana; Phubes Tohlong (ICADL, 2006)

Fast time series classification using numerosity reduction. - Xiaopeng Xi; Eamonn J. Keogh; Christian R. Shelton; Li Wei 001; Chotirat Ann Ratanamahatana (ICML, 2006)

Developing a Decision Support System for a Dove's Voice Competition. - Chotirat Ann Ratanamahatana (KES (3), 2006)

A Bit Level Representation for Time Series Data Mining with Shape Based Similarity. - Anthony J. Bagnall; Chotirat (Ann) Ratanamahatana; Eamonn J. Keogh; Stefano Lonardi; Gareth J. Janacek (Data Min. Knowl. Discov., 2006)

Inaccuracies of Shape Averaging Method Using Dynamic Time Warping for Time Series Data. - Vit Niennattrakul; Chotirat Ann Ratanamahatana (International Conference on Computational Science (1), 2007)

Hand Geometry Verification Using Time Series Representation. - Vit Niennattrakul; Dechawut Wanichsan; Chotirat Ann Ratanamahatana (KES (2), 2007)

On Clustering Multimedia Time Series Data Using K-Means and Dynamic Time Warping. - Vit Niennattrakul; Chotirat Ann Ratanamahatana (MUE, 2007)

Compression-based data mining of sequential data. - Eamonn J. Keogh; Stefano Lonardi; Chotirat Ann Ratanamahatana; Li Wei 001; Sang-Hee Lee 003; John C. Handley (Data Min. Knowl. Discov., 2007)

A dimensionality reduction algorithm and its application for interactive visualization. - Jiyuan An; Jeffrey Xu Yu; Chotirat Ann Ratanamahatana; Yi-Ping Phoebe Chen (J. Vis. Lang. Comput., 2007)

Efficient Multimedia Time Series Data Retrieval Under Uniform Scaling and Normalisation. - Waiyawuth Euachongprasit; Chotirat Ann Ratanamahatana (ECIR, 2008)

Accurate and Efficient Retrieval of Multimedia Time Series Data Under Uniform Scaling and Time Warping. - Waiyawuth Euachongprasit; Chotirat Ann Ratanamahatana (PAKDD, 2008)

Scaling and time warping in time series querying. - Ada Wai-Chee Fu; Eamonn J. Keogh; Leo Yung Hang Lau; Chotirat (Ann) Ratanamahatana; Raymond Chi-Wing Wong (VLDB J., 2008)

Stopping Criterion Selection for Efficient Semi-supervised Time Series Classification. - Chotirat Ann Ratanamahatana; Dechawut Wanichsan (Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, 2008)

Meaningful Subsequence Matching under Time Warping Distance for Data Stream. - Vit Niennattrakul; Chotirat Ann Ratanamahatana (PAKDD, 2009)

Accurate Subsequence Matching on Data Stream under Time Warping Distance. - Vit Niennattrakul; Dechawut Wanichsan; Chotirat Ann Ratanamahatana (PAKDD Workshops, 2009)

Speeding Up Similarity Search on a Large Time Series Dataset under Time Warping Distance. - Pongsakorn Ruengronghirunya; Vit Niennattrakul; Chotirat Ann Ratanamahatana (PAKDD, 2009)

A Novel Fractal Representation for Dimensionality Reduction of Large Time Series Data. - Poat Sajjipanon; Chotirat Ann Ratanamahatana (PAKDD, 2009)

Learning DTW Global Constraint for Time Series Classification - Vit Niennattrakul; Chotirat Ann Ratanamahatana (CoRR, 2009)

Making Hand Geometry Verification System More Accurate Using Time Series Representation with R-K Band Learning - Vit Niennattrakul; Chotirat (Ann) Ratanamahatana (CoRR, 2009)

Data Editing Techniques to Allow the Application of Distance-Based Outlier Detection to Streams. - Vit Niennattrakul; Eamonn J. Keogh; Chotirat Ann Ratanamahatana (ICDM, 2010)

Exact indexing for massive time series databases under time warping distance. - Vit Niennattrakul; Pongsakorn Ruengronghirunya; Chotirat Ann Ratanamahatana (Data Min. Knowl. Discov., 2010)

Mining Time Series Data. - Chotirat Ann Ratanamahatana; Jessica Lin 001; Dimitrios Gunopulos; Eamonn J. Keogh; Michail Vlachos; Gautam Das 001 (Data Mining and Knowledge Discovery Handbook, 2010)

SENVM: Server Environment Monitoring and Controlling System for a Small Data Center Using Wireless Sensor Network - Supasate Choochaisri; Vit Niennattrakul; Saran Jenjaturong; Chalermek Intanagonwiwat; Chotirat Ann Ratanamahatana (CoRR, 2011)

TFRS: Thai finger-spelling sign language recognition system. - Supawadee Saengsri; Vit Niennattrakul; Chotirat Ann Ratanamahatana (DICTAP, 2012)

Shape-Based Clustering for Time Series Data. - Warissara Meesrikamolkul; Vit Niennattrakul; Chotirat Ann Ratanamahatana (PAKDD (1), 2012)

Shape-based template matching for time series data. - Vit Niennattrakul; Dararat Srisai; Chotirat Ann Ratanamahatana (Knowl. Based Syst., 2012)

Selective Subsequence Time Series clustering. - Sura Rodpongpun; Vit Niennattrakul; Chotirat Ann Ratanamahatana (Knowl. Based Syst., 2012)

Efficient Proper Length Time Series Motif Discovery. - Sorrachai Yingchareonthawornchai; Haemwaan Sivaraks; Thanawin Rakthanmanon; Chotirat Ann Ratanamahatana (ICDM, 2013)

An Enhanced Parameter-Free Subsequence Time Series Clustering for High-Variability-Width Data. - Navin Madicar; Haemwaan Sivaraks; Sura Rodpongpun; Chotirat Ann Ratanamahatana (SCDM, 2014)

Robust and Accurate Anomaly Detection in ECG Artifacts Using Time Series Motif Discovery. - Haemwaan Sivaraks; Chotirat Ann Ratanamahatana (Comput. Math. Methods Medicine, 2015)

An Enhanced Support Vector Machine for Faster Time Series Classification. - Thapanan Janyalikit; Phongsakorn Sathianwiriyakhun; Haemwaan Sivaraks; Chotirat Ann Ratanamahatana (ACIIDS (1), 2016)

Fast and accurate template averaging for time series classification. - Phongsakorn Sathianwiriyakhun; Thapanan Janyalikit; Chotirat Ann Ratanamahatana (KST, 2016)

Robust Scale-Invariant Normalization and Similarity Measurement for Time Series Data. - Ariyawat Chonbodeechalermroong; Chotirat Ann Ratanamahatana (ACIIDS (Extended Posters), 2018)

An Enhanced Time Series Classification Using Linear-Regression Based Shape Descriptor. - Silumpa Arnupapsanyakorn; Chotirat Ann Ratanamahatana (DSIT, 2019)

The UCR time series archive. - Hoang Anh Dau; Anthony J. Bagnall; Kaveh Kamgar; Chin-Chia Michael Yeh; Yan Zhu 014; Shaghayegh Gharghabi; Chotirat Ann Ratanamahatana; Eamonn J. Keogh (IEEE CAA J. Autom. Sinica, 2019)

Influential Factors of an Asynchronous BCI for Movement Intention Detection. - Sura Rodpongpun; Thapanan Janyalikit; Chotirat Ann Ratanamahatana (Comput. Math. Methods Medicine, 2020)

Time Series Shapelet-Based Movement Intention Detection Toward Asynchronous BCI for Stroke Rehabilitation. - Thapanan Janyalikit; Chotirat Ann Ratanamahatana (IEEE Access, 2022)