K. Selçuk Candan

ORCID

Publication Activity (10 Years)

Years Active: 1996-2024
Publications (10 Years): 75

Top Venues

Publications

Fahim Tasneema Azad, K. Selçuk Candan, Ahmet Kapkiç, Mao-Lin Li, Huan Liu, Pratanu Mandal, Paras Sheth, Bilgehan Arslan, Gerardo Chowell-Puente, John Sabo, Rebecca Muenich, Javier Redondo Anton, Maria Luisa Sapino
(Vision Paper) A Vision for Spatio-Causal Situation Awareness, Forecasting, and Planning. ACM Trans. Spatial Algorithms Syst. 10 (2) (2024)
Manjusha Ravindranath, K. Selçuk Candan, Maria Luisa Sapino, Brian Appavu
MMA: metadata supported multi-variate attention for onset detection and prediction. Data Min. Knowl. Discov. 38 (4) (2024)
Lixi Zhou, K. Selçuk Candan, Jia Zou
DeepMapping: Learned Data Mapping for Lossless Compression and Efficient Lookup. ICDE (2024)
Fahim Tasneema Azad, Javier Redondo Anton, Shubhodeep Mitra, Fateh Singh, Hans Behrens, Mao-Lin Li, Bilgehan Arslan, K. Selçuk Candan, Maria Luisa Sapino
DataStorm-EM: Exploration of Alternative Timelines within Continuous-Coupled Simulation Ensembles. CoRR (2024)
Paras Sheth, Ahmadreza Mosallanezhad, Kaize Ding, Reepal Shah, John Sabo, Huan Liu, K. Selçuk Candan
STREAMS: Towards Spatio-Temporal Causal Discovery with Reinforcement Learning for Streamflow Rate Prediction. CIKM (2023)
Francesco Di Mauro, K. Selçuk Candan, Maria Luisa Sapino
Tensor-Train Decomposition in the Presence of Interval-Valued Data. IEEE Trans. Knowl. Data Eng. 35 (4) (2023)
Divyakant Agrawal, Sihem Amer-Yahia, K. Selçuk Candan, Avrilia Floratou, Hakan Hacigümüs
PACMMOD V1 N2 Editorial. Proc. ACM Manag. Data 1 (2) (2023)
Lixi Zhou, K. Selçuk Candan, Jia Zou
DeepMapping: The Case for Learned Data Mapping for Compression and Efficient Query Processing. CoRR (2023)
Mao-Lin Li, K. Selçuk Candan, Maria Luisa Sapino
CTT: Causally Informed Tensor Train Decomposition. BigData (2023)
Suraj Jyothi Unni, Paras Sheth, Kaize Ding, Huan Liu, K. Selçuk Candan
UPREVE: An End-to-End Causal Discovery Benchmarking System. CoRR (2023)
K. Selçuk Candan, Huan Liu, Leman Akoglu, Xin Luna Dong, Jiliang Tang, Andrew Tomkins
ACM WSDM 2022 report. SIGWEB Newsl. 2022 (Summer) (2022)
Fahim Tasneema Azad, Robert W. Dodge, Allen M. Varghese, Jaejin Lee, Giulia Pedrielli, K. Selçuk Candan, Gerardo Chowell-Puente
SIRTEM: Spatially Informed Rapid Testing for Epidemic Modeling and Response to COVID-19. ACM Trans. Spatial Algorithms Syst. 8 (4) (2022)
Paras Sheth, Ting Liu, Durmus Doner, Qi Deng, Yuhang Wei, Rebecca Muenich, John Sabo, K. Selçuk Candan, Huan Liu
Causal Discovery for Feature Selection in Physical Process-Based Hydrological Systems. Big Data (2022)
Paras Sheth, Reepal Shah, John Sabo, K. Selçuk Candan, Huan Liu
STCD: A Spatio-Temporal Causal Discovery Framework for Hydrological Systems. Big Data (2022)
Paras Sheth, Ruocheng Guo, Lu Cheng, Huan Liu, K. Selçuk Candan
Causal Disentanglement with Network Information for Debiased Recommendations. CoRR (2022)
Mao-Lin Li, K. Selçuk Candan, Maria Luisa Sapino
GTT: Leveraging data characteristics for guiding the tensor train decomposition. Inf. Syst. 108 (2022)
Lu Cheng, Ruocheng Guo, Raha Moraffah, Paras Sheth, K. Selçuk Candan, Huan Liu
Evaluation Methods and Measures for Causal Learning Algorithms. CoRR (2022)
Paras Sheth, Raha Moraffah, K. Selçuk Candan, Adrienne Raglin, Huan Liu
Domain Generalization - A Causal Perspective. CoRR (2022)
Paras Sheth, Ruocheng Guo, Kaize Ding, Lu Cheng, K. Selçuk Candan, Huan Liu
Causal Disentanglement with Network Information for Debiased Recommendations. SISAP (2022)
Lu Cheng, Ruocheng Guo, Raha Moraffah, Paras Sheth, K. Selçuk Candan, Huan Liu
Evaluation Methods and Measures for Causal Learning Algorithms. IEEE Trans. Artif. Intell. 3 (6) (2022)
Mao-Lin Li, K. Selçuk Candan
W2FM: The Doubly-Warped Factorization Machine. PAKDD (2) (2021)
K. Selçuk Candan, Guglielmo Faggioli, Nicola Ferro, Lorraine Goeuriot, Bogdan Ionescu, Alexis Joly, Birger Larsen, Maria Maistro, Henning Müller, Florina Piroi
Report on the 12th conference and labs of the evaluation forum (CLEF 2021): experimental IR meets multilinguality, multimodality, and interaction. SIGIR Forum 55 (2) (2021)
Paras Sheth, Ujun Jeong, Ruocheng Guo, Huan Liu, K. Selçuk Candan
CauseBox: A Causal Inference Toolbox for BenchmarkingTreatment Effect Estimators with Machine Learning Methods. CIKM (2021)
Hans Walter Behrens, K. Selçuk Candan, Xilun Chen, Yash Garg, Mao-Lin Li, Xinsheng Li, Sicong Liu, Maria Luisa Sapino, Md Shadab, Dalton Turner, Magesh Vijayakumaren
DataStorm: Coupled, Continuous Simulations for Complex Urban Environments. Trans. Data Sci. 2 (3) (2021)
Manoj Tiwaskar, Yash Garg, Xinsheng Li, K. Selçuk Candan, Maria Luisa Sapino
Selego: robust variate selection for accurate time series forecasting. Data Min. Knowl. Discov. 35 (5) (2021)
Mao-Lin Li, Francesco Di Mauro, K. Selçuk Candan, Maria Luisa Sapino
Matrix Factorization with Interval-Valued Data. IEEE Trans. Knowl. Data Eng. 33 (4) (2021)
Yash Garg, K. Selçuk Candan
XM2A: Multi-Scale Multi-Head Attention with Cross-Talk for Multi-Variate Time Series Analysis. MIPR (2021)
Xinsheng Li, K. Selçuk Candan, Maria Luisa Sapino
Noise Adaptive Tensor Train Decomposition for Low-Rank Embedding of Noisy Data. SISAP (2020)
Manjusha Ravindranath, K. Selçuk Candan, Maria Luisa Sapino
M2NN: Rare Event Inference through Multi-variate Multi-scale Attention. SMDS (2020)
Mao-Lin Li, Francesco Di Mauro, K. Selçuk Candan, Maria Luisa Sapino
Matrix Factorization with Interval-Valued Data. ICDE (2020)
Yash Garg, K. Selçuk Candan
iSparse: Output Informed Sparsification of Neural Network. ICMR (2020)
Hans Walter Behrens, K. Selçuk Candan
Pando: Efficient Byzantine-Tolerant Distributed Sensor Fusion using Forest Ensembles. ICC (2020)
Ruocheng Guo, Jundong Li, Yichuan Li, K. Selçuk Candan, Adrienne Raglin, Huan Liu
IGNITE: A Minimax Game Toward Learning Individual Treatment Effects from Networked Observational Data. IJCAI (2020)
Yash Garg, K. Selçuk Candan, Maria Luisa Sapino
SAN : Scale-Space Attention Networks. ICDE (2020)
Lu Cheng, Jundong Li, K. Selçuk Candan, Huan Liu
Tracking Disaster Footprints with Social Streaming Data. AAAI (2020)
K. Selçuk Candan, Marco Bertini, Xiao-Yong Wei, Lexing Xie
Editorial for the ICMR 2019 special issue. Int. J. Multim. Inf. Retr. 9 (1) (2020)
Hans Walter Behrens, K. Selçuk Candan
Practical Security for Cooperative Ad Hoc Systems. PerCom Workshops (2020)
Lu Cheng, Ruocheng Guo, K. Selçuk Candan, Huan Liu
Representation Learning for Imbalanced Cross-Domain Classification. SDM (2020)
Mao-Lin Li, K. Selçuk Candan, Maria Luisa Sapino
GTT: Guiding the Tensor Train Decomposition. SISAP (2020)
Yash Garg, K. Selçuk Candan
SDMA: Saliency-Driven Mutual Cross Attention for Multi-Variate Time Series. ICPR (2020)
Xilun Chen, Logan Mathesen, Giulia Pedrielli, K. Selçuk Candan
Complicacy-Guided Parameter Space Sampling for Knowledge Discovery with Limited Simulation Budgets. ICBK (2019)
Yash Garg, K. Selçuk Candan
RACKNet: Robust Allocation of Convolutional Kernels in Neural Networks for Image Classification. ICMR (2019)
Lu Cheng, Ruocheng Guo, Raha Moraffah, K. Selçuk Candan, Adrienne Raglin, Huan Liu
A Practical Data Repository for Causal Learning with Big Data. Bench (2019)
Rosaria Rossini, Silvestro Roberto Poccia, K. Selçuk Candan, Maria Luisa Sapino
CA-Smooth: Content Adaptive Smoothing of Time Series Leveraging Locally Salient Temporal Features. MEDES (2019)
Logan Mathesen, Kaushik Keezhnagar Chandrasekar, Xinsheng Li, Giulia Pedrielli, K. Selçuk Candan
Subspace Communication Driven Search for High Dimensional Optimization. WSC (2019)
Giulia Pedrielli, K. Selçuk Candan, Xilun Chen, Logan Mathesen, Alireza Inanalouganji, Jie Xu, Chun-Hung Chen, Loo Hay Lee
Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data. Asia Pac. J. Oper. Res. 36 (6) (2019)
Nakul Chawla, Hans Walter Behrens, Darren Tapp, Dragan Boscovic, K. Selçuk Candan
Velocity: Scalability Improvements in Block Propagation Through Rateless Erasure Coding. IEEE ICBC (2019)
Giacomo Cavallo, Francesco Di Mauro, Paolo Pasteris, Maria Luisa Sapino, K. Selçuk Candan
Crowd Sourced Semantic Enrichment (CroSSE) for knowledge driven querying of digital resources. J. Intell. Inf. Syst. 53 (3) (2019)
Hans Walter Behrens, K. Selçuk Candan
Lightweight Authentication for Fault-Tolerant Topic-Channels in Ad Hoc Distributed Systems. HPDC (Posters/Doctoral Consortium) (2018)
Hans Behrens, K. Selçuk Candan, Xilun Chen, Ashish Gadkari, Yash Garg, Mao-Lin Li
DataStorm-FE: A Data- and Decision-Flow and Coordination Engine for Coupled Simulation Ensembles. Proc. VLDB Endow. 11 (12) (2018)
Xilun Chen, K. Selçuk Candan, Maria Luisa Sapino
IMS-DTM: Incremental Multi-Scale Dynamic Topic Models. AAAI (2018)
Parth Nagarkar, K. Selçuk Candan
PSLSH: An Index Structure for Efficient Execution of Set Queries in High-Dimensional Spaces. CIKM (2018)
Sicong Liu, Silvestro Roberto Poccia, K. Selçuk Candan, Maria Luisa Sapino, Xiaolan Wang
Robust Multi-Variate Temporal Features of Multi-Variate Time Series. ACM Trans. Multim. Comput. Commun. Appl. 14 (1) (2018)
Xinsheng Li, K. Selçuk Candan, Maria Luisa Sapino
nTD: Noise-Profile Adaptive Tensor Decomposition. WWW (2017)
Yu-Ru Lin, Hanghang Tong, Jie Tang, K. Selçuk Candan
Guest Editorial: Big Scholar Data Discovery and Collaboration. IEEE Trans. Big Data 3 (1) (2017)
Paolo Casagranda, Maria Luisa Sapino, K. Selçuk Candan
Context-Aware Proactive Personalization of Linear Audio Content. EDBT (2017)
Silvestro Roberto Poccia, Maria Luisa Sapino, Sicong Liu, Xilun Chen, Yash Garg, Shengyu Huang, Jung Hyun Kim, Xinsheng Li, Parth Nagarkar, K. Selçuk Candan
SIMDMS: Data Management and Analysis to Support Decision Making through Large Simulation Ensembles. EDBT (2017)
Jung Hyun Kim, Mao-Lin Li, K. Selçuk Candan, Maria Luisa Sapino
Personalized PageRank in Uncertain Graphs with Mutually Exclusive Edges. SIGIR (2017)
Jung Hyun Kim, K. Selçuk Candan, Maria Luisa Sapino
Locality-sensitive and Re-use Promoting Personalized PageRank computations. Knowl. Inf. Syst. 47 (2) (2016)
Yu-Ru Lin, Hanghang Tong, Jie Tang, K. Selçuk Candan
Guest Editorial: Big Scholar Data Discovery and Collaboration. IEEE Trans. Big Data 2 (1) (2016)
Jian Pei, Leman Akoglu, Hongrae Lee, Justin J. Levandoski, Xuelong Li, Rosa Meo, Carlos Ordonez, Jeff M. Phillips, Barbara Poblete, K. Selçuk Candan, Meng Wang, Ji-Rong Wen, Li Xiong, Wenjie Zhang
EIC Editorial. IEEE Trans. Knowl. Data Eng. 28 (10) (2016)
Xinsheng Li, Shengyu Huang, K. Selçuk Candan, Maria Luisa Sapino
2PCP: Two-phase CP decomposition for billion-scale dense tensors. ICDE (2016)
Jung Hyun Kim, K. Selçuk Candan, Maria Luisa Sapino
PageRank Revisited: On the Relationship between Node Degrees and Node Significances in Different Applications. EDBT/ICDT Workshops (2016)
Shengyu Huang, K. Selçuk Candan, Maria Luisa Sapino
BICP: Block-Incremental CP Decomposition with Update Sensitive Refinement. CIKM (2016)
Shengyu Huang, Xinsheng Li, K. Selçuk Candan, Maria Luisa Sapino
Reducing seed noise in personalized PageRank. Soc. Netw. Anal. Min. 6 (1) (2016)
Francesco Di Mauro, Paolo Pasteris, Maria Luisa Sapino, K. Selçuk Candan, Giovanna Antonella Dino, Piergiorgio Rossetti
CrowdSourced semantic enrichment for participatory e-Government. MEDES (2016)
Yu-Ru Lin, Hanghang Tong, Jie Tang, K. Selçuk Candan
Guest Editorial: Special Issue on Big Scholar Data Discovery and Collaboration (Continued). IEEE Trans. Big Data 2 (2) (2016)
Mijung Kim, K. Selçuk Candan
Decomposition-by-normalization (DBN): leveraging approximate functional dependencies for efficient CP and tucker decompositions. Data Min. Knowl. Discov. 30 (1) (2016)
Dawei Zhou, Jingrui He, K. Selçuk Candan, Hasan Davulcu
MUVIR: Multi-View Rare Category Detection. IJCAI (2015)
K. Selçuk Candan, Christian S. Jensen, Manish Parashar, Kyung Dong Ryu, Heonyoung Yeom
Cloud Engineering [Guest editors' introduction]. IEEE Cloud Comput. 2 (5) (2015)
Sicong Liu, Yash Garg, K. Selçuk Candan, Maria Luisa Sapino, Gerardo Chowell-Puente
NOTES2: Networks-of-Traces for Epidemic Spread Simulations. AAAI Workshop: Computational Sustainability (2015)
Parth Nagarkar, K. Selçuk Candan, Aneesha Bhat
Compressed Spatial Hierarchical Bitmap (cSHB) Indexes for Efficiently Processing Spatial Range Query Workloads. Proc. VLDB Endow. 8 (12) (2015)
Paolo Casagranda, Maria Luisa Sapino, K. Selçuk Candan
Audio assisted group detection using smartphones. ICME Workshops (2015)
Xilun Chen, K. Selçuk Candan, Maria Luisa Sapino, Paulo Shakarian
KSGM: Keynode-driven Scalable Graph Matching. CIKM (2015)
Mithila Nagendra, K. Selçuk Candan
Efficient Processing of Skyline-Join Queries over Multiple Data Sources. ACM Trans. Database Syst. 40 (2) (2015)
Alberto Del Bimbo, K. Selçuk Candan, Yu-Gang Jiang, Jiebo Luo, Tao Mei, Nicu Sebe, Heng Tao Shen, Cees G. M. Snoek, Rong Yan
Guest Editorial Special Section on Socio-Mobile Media Analysis and Retrieval. IEEE Trans. Multim. 16 (3) (2014)
Xiaolan Wang, K. Selçuk Candan, Maria Luisa Sapino
Leveraging metadata for identifying local, robust multi-variate temporal (RMT) features. ICDE (2014)
Xilun Chen, K. Selçuk Candan
LWI-SVD: low-rank, windowed, incremental singular value decompositions on time-evolving data sets. KDD (2014)
Shengyu Huang, Xinsheng Li, K. Selçuk Candan, Maria Luisa Sapino
"Can you really trust that seed?": Reducing the impact of seed noise in personalized PageRank. ASONAM (2014)
Mijung Kim, K. Selçuk Candan
Efficient Static and Dynamic In-Database Tensor Decompositions on Chunk-Based Array Stores. CIKM (2014)
Parth Nagarkar, K. Selçuk Candan
HCS: Hierarchical Cut Selection for Efficiently Processing Queries on Data Columns using Hierarchical Bitmap Indices. EDBT (2014)
Mijung Kim, K. Selçuk Candan
Pushing-Down Tensor Decompositions over Unions to Promote Reuse of Materialized Decompositions. ECML/PKDD (1) (2014)
Xilun Chen, K. Selçuk Candan
GI-NMF: Group Incremental Non-Negative Matrix Factorization on Data Streams. CIKM (2014)
Mijung Kim, K. Selçuk Candan
TensorDB: In-Database Tensor Manipulation with Tensor-Relational Query Plans. CIKM (2014)
Claudio Schifanella, K. Selçuk Candan, Maria Luisa Sapino
Multiresolution Tensor Decompositions with Mode Hierarchies. ACM Trans. Knowl. Discov. Data 8 (2) (2013)
Jung Hyun Kim, K. Selçuk Candan, Maria Luisa Sapino
LR-PPR: locality-sensitive, re-use promoting, approximate personalized pagerank computation. CIKM (2013)
Jung Hyun Kim, Xilun Chen, K. Selçuk Candan, Maria Luisa Sapino
Hive open research network platform. EDBT (2013)
Mithila Nagendra, K. Selçuk Candan
Layered processing of skyline-window-join (SWJ) queries using iteration-fabric. ICDE (2013)
Mithila Nagendra, K. Selçuk Candan
SkySuite: A Framework of Skyline-Join Operators for Static and Stream Environments. Proc. VLDB Endow. 6 (12) (2013)
K. Selçuk Candan, Rosaria Rossini, Maria Luisa Sapino, Xiaolan Wang
sDTW: Computing DTW Distances using Locally Relevant Constraints based on Salient Feature Alignments CoRR (2012)
Mario Cataldi, K. Selçuk Candan, Maria Luisa Sapino
Narrative-based taxonomy distillation for effective indexing of text collections. Data Knowl. Eng. 72 (2012)
Mithila Nagendra, K. Selçuk Candan
Skyline-sensitive joins with LR-pruning. EDBT (2012)
K. Selçuk Candan, Luigi Di Caro, Maria Luisa Sapino
PhC: Multiresolution Visualization and Exploration of Text Corpora with Parallel Hierarchical Coordinates. ACM Trans. Intell. Syst. Technol. 3 (2) (2012)
Jung Hyun Kim, K. Selçuk Candan, Maria Luisa Sapino
Impact neighborhood indexing (INI) in diffusion graphs. CIKM (2012)
Mijung Kim, K. Selçuk Candan
Decomposition-by-normalization (DBN): leveraging approximate functional dependencies for efficient tensor decomposition. CIKM (2012)
K. Selçuk Candan, Rosaria Rossini, Maria Luisa Sapino, Xiaolan Wang
sDTW: Computing DTW Distances using Locally Relevant Constraints based on Salient Feature Alignments. Proc. VLDB Endow. 5 (11) (2012)
K. Selçuk Candan, Rosaria Rossini, Maria Luisa Sapino, Xiaolan Wang
STFMap: query- and feature-driven visualization of large time series data sets. CIKM (2012)
Songling Liu, Juan P. Cedeño, K. Selçuk Candan, Maria Luisa Sapino, Shengyu Huang, Xinsheng Li
R2DB: A System for Querying and Visualizing Weighted RDF Graphs. ICDE (2012)
Claudio Schifanella, Maria Luisa Sapino, K. Selçuk Candan
On context-aware co-clustering with metadata support. J. Intell. Inf. Syst. 38 (1) (2012)
Mijung Kim, K. Selçuk Candan
SBV-Cut: Vertex-cut based graph partitioning using structural balance vertices. Data Knowl. Eng. 72 (2012)

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Publication Activity (10 Years)

Top Topics

Top Venues

K. Selçuk Candan