Publications

You can also find my publications at 3rd party websites:

- Lattes CV (in Portuguese)

- Google Scholar

- DBLP

Journal Publications

Silva, D. F., Yeh, C. M., Zhu, Y., Keogh, E., Batista, G. E. A. P. A. Fast Similarity Matrix Profile for Music Analysis and Exploration. In IEEE Transactions on Multimedia (to appear).


Silva, D. F., Giusti, R., Keogh, E., Batista, G. E. A. P. A. Speeding Up Similarity Search Under Dynamic Time Warping by Pruning Unpromising Alignments. In Data Mining and Knowledge Discovery, 32 (4), p. 988–1016, 2018.

Springer Link


Dau, H. A., Silva, D. F., Petitjean, F., Forestier, G., Bagnall, A., Mueen, A., Keogh, E. Optimizing dynamic time warping’s window width for time series data mining applications. In Data Mining and Knowledge Discovery, 32 (4), p. 1074–1120, 2018.

Springer Link


Yeh, C. M., Zhu, Y., Ulanova, L., Begum, N., Ding, Y., Dau, H. A., Zimmerman, Z., Silva, D. F., Mueen, A., Keogh, E. Time Series Joins, Motifs, Discords and Shapelets: a Unifying View that Exploits the Matrix Profile. In Data Mining and Knowledge Discovery, 32 (1), p. 83–123, 2018.

Springer Link


Silva, D. F., Souza, V. M. A., Ellis, D. P. W., Keogh, E. J., Batista, G. E. A. P. A. Exploring Low Cost Laser Sensors to Identify Flying Insect Species. In: Journal of Intelligent & Robotic Systems, 80 (1), p. 313-330, 2015.

Springer Link


Prati, R. C., Batista, G. E. A. P. A., Silva, D. F. Class imbalance revisited: a new experimental setup to assess the performance of treatment methods. In: Knowledge and Information Systems, 45 (1), p. 247-270, 2015.

Springer LinkPaper website


Silva, D. F., Souza, V. M. A., Batista, G. E. A. P. A. A comparative study between MFCC and LSF coefficients in automatic recognition of isolated digits pronounced in Portuguese and English. In: Acta Scientiarum (UEM), 35(4), p. 621-628, 2013.

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Conference Publications

2018

Silva, D. F., Batista, G. E. A. P. A. Elastic Time Series Motifs and Discords. In: IEEE International Conference on Machine Learning and Applications (ICMLA), 2018. (to appear)

Silva, D. F., Falcão, F. V., Andrade, N. Summarizing and Comparing Music Data and Its Application on Cover Song Identification. In: International Society for Music Information Retrieval Conference (ISMIR), 2018.

Paper websitePDF

Padua, R., Carvalho, V. O., Rezende, S. O., Silva, D. F. Exploring Musical Relations Using Association Rule Networks. In: International Society for Music Information Retrieval Conference (ISMIR), 2018.

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Reis, D., Maletzke, A., Silva, D. F., Batista, G. E. A. P. A. Classifying and Counting with Recurrent Contexts. ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD), 2018.

Paper's page in the conference website

2017

Dau, H.A., Silva, D. F., Petitjean, F., Forestier, G., Bagnall, A., Keogh, E. Judicious Setting of Dynamic Time Warping’s Window Width Allows More Accurate Classification of Time Series. In: IEEE International Conference on Big Data, 2017.

Paper websitePDF

2016

Silva, D. F., Batista, G. E. A. P. A. Speeding Up All-Pairwise Dynamic Time Warping Matrix Calculation. In: SIAM International Conference on Data Mining (SDM), 2016.

Paper websitePDF


Silva, D. F., Yeh, C.-C. M., Batista, G. E. A. P. A., Keogh, E. SiMPle: Assessing Music Similarity Using Subsequences Joins. In: International Society for Music Information Retrieval Conference (ISMIR), 2016.

Paper websitePDF


Silva, D. F., Batista, G. E. A. P. A., Keogh, E. Prefix and Suffix Invariant Dynamic Time Warping. In: IEEE International Conference on Data Mining (ICDM), 2016.

Paper websitePDF


Yeh, C. M., Zhu, Y., Ulanova, L., Begum, N., Ding, Y., Dau, H. A., Silva, D. F., Mueen, A., Keogh, E. Matrix Profile I: All Pairs Similarity Joins for Time Series: A Unifying View that Includes Motifs, Discords and Shapelets. In: IEEE International Conference on Data Mining (ICDM), 2016.

Paper website


Giusti, R., Silva, D. F., Batista, G. E. A. P. A. Improved Time Series Classification with Representation Diversity and SVM.In: International Conference on Machine Learning and Applications (ICMLA), 2016.

IEEEExplore


2015

Giusti, R., Silva, D. F., Batista, G. E. A. P. A. Time Series Classification with Representation Ensembles. In: International Symposium on Intelligent Data Analysis, 2015.

Paper website


Silva, D. F., Souza, V. M. A., Batista, G. E. A. P. A. Music Shapelets for Fast Cover Song Recognition. In: International Society for Music Information Retrieval Conference (ISMIR), 2015.

Paper websitePDF


Souza, V. M. A., Silva, D. F., Gama, J., Batista, G. E. A. P. A. Data Stream Classification Guided by Clustering on Nonstationary Environments and Extreme Verification Latency. In: SIAM International Conference on Data Mining (SDM), 2015.

Paper website


Souza, V. M. A., Silva, D. F., Batista, G. E. A. P. A., Gama, J. Classification of evolving data streams with infinitely delayed labels. In: IEEE 14th International Conference on Machine Learning and Applications (ICMLA), 2015.


2014

Lemes, C. I., Silva, D. F., Batista, G. E. A. P. A. Adding Diversity to Rank Examples in Anytime Nearest Neighbor Classification. In: International Conference on Machine Learning and Applications (ICMLA), 2014.

IEEEXplore


Silva, D. F., Rossi, R. G., Rezende, S. O., Batista, G. E. A. P. A. Music Classification by Transductive Learning Using Bipartite Heterogeneous Networks. In: International Society for Music Information Retrieval Conference (ISMIR), 2014.

Paper websitePDF


Souza, V. M. A., Silva, D. F., Batista, G. E. A. P. A. Extracting Texture Features for Time Series Classification. In: International Conference on Pattern Recognition (ICPR), 2014.

Paper website


2013

Silva, D. F., Papadopoulos, H., Batista, G. E. A. P. A., Ellis, D. P. W. A Video Compression-based Approach To Measure Music Structural Similarity. In: International Society for Music Information Retrieval Conference (ISMIR), 2013.

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Souza, V. M. A., Silva, D. F., Batista, G. E. A. P. A. Classification of Data Streams Applied to Insect Recognition: Initial Results. In: Brazilian Conference on Intelligent Systems (BRACIS), 2013.

IEEEXplorePDF


Souza, V. M. A., Silva, D. F., Batista, G. E. A. P. A, Garcia, P. R. Avaliação de Classificadores para o Reconhecimento Automático de Insetos. In: Encontro Nacional de Inteligência Artificial e Computacional (ENIAC), 2013.

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Silva, D. F., Souza, V. M. A., Batista, G. E. A. P. A. Time Series Classification Using Compression Distance of Recurrence Plots. In: IEEE International Conference on Data Mining (ICDM), 2013.

IEEEXplorePDFPaper website


Silva, D. F., Souza, V. M. A., Batista, G. E. A. P. A., Keogh, E. J., Ellis, D. P. W. Applying Machine Learning and Audio Analysis Techniques to Insect Recognition in Intelligent Traps. In: International Conference on Machine Learning and Applications (ICMLA), 2013.

IEEEXplorePDFPaper website


2012 and before

Silva, D. F., Souza, V. M. A., Batista, G. E. A. P. A., Giusti, R. Spoken Digit Recognition in Portuguese Using Line Spectral Frequencies. In: Ibero-American Conference on Artificial Intelligence (IBERAMIA), 2012.

Springer LinkPaper website


Batista, G. E. A. P. A., Silva, D. F., Prati, R. C. An Experimental Design to Evaluate Class Imbalance Treatment Methods. In: International Conference on Machine Learning and Applications (ICMLA), 2012.

IEEEXplorePDF


Silva, D. F., Batista, G. E. A. P. A., Keogh, E. J., Mafra-Neto, A. Resultados Preliminares na Classificação de Insetos Utilizando Sensores Ópticos. In: Encontro Nacional de Inteligência Artificial (ENIA), 2011.

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Batista, G. E. A. P. A., Silva, D. F.. How k-Nearest Neighbor Parameters Affect its Performance. In: Argentine Symposium on Artificial Intelligence, 2009.

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Silva, D. F., Batista, G. E. A. P. A.Uma Comparação Experimental de Métodos de Imputação de Valores Desconhecidos. In: Congresso da Academia Trinacional de Ciências, 2009.

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