Publications

2022

• Summarizing Community-based Question-Answer Pairs
  Ting-Yao Hsu, Yoshi Suhara, Xiaolan Wang
  EMNLP 2022
  pdf code & data

• Beyond Opinion Mining: Summarizing Opinions of Customer Reviews
  Reinald Kim Amplayo, Arthur Bražinskas, Yoshi Suhara, Xiaolan Wang, Bing Liu
  SIGIR 2022 Tutorial
  pdf slides & videos

• Annotating Columns with Pre-trained Language Models
  Yoshihiko Suhara, Jinfeng Li, Yuliang Li, Dan Zhang, Çağatay Demiralp, Chen Chen, Wang-Chiew Tan
  SIGMOD 2022
  pdf code video

• Comparative Opinion Summarization via Collaborative Decoding
  Hayate Iso, Xiaolan Wang, Stefanos Angelidis, Yoshihiko Suhara
  Findings of ACL 2022
  pdf code & data blog

• Distilling Salient Reviews with Zero Labels
  Chieh-Yang Huang, Jinfeng Li, Nikita Bhutani, Alexander Whedon, Estevam Hruschka, Yoshihiko Suhara
  FEVER Workshop at ACL 2022
  pdf

• Extracting Salient Facts from Company Reviews with Scarce Labels
  Jinfeng Li, Nikita Bhutani, Alexander Whedon, Chieh-Yang Huang, Estevam Hruschka, Yoshihiko Suhara
  AIBSD Workshop at AAAI 2022
  pdf blog

2021

• Convex Aggregation for Opinion Summarization
  Hayate Iso, Xiaolan Wang, Yoshihiko Suhara, Stefanos Angelidis, Wang-Chiew Tan
  Findings of EMNLP 2021
  pdf code blog

• Deep Entity Matching with Pre-Trained Language Models
  Yuliang Li, Jinfeng Li, Yoshihiko Suhara, AnHai Doan, Wang-Chiew Tan
  VLDB 2021
  pdf code

• Constructing Explainable Opinion Graphs from Reviews
  Nofar Carmeli, Xiaolan Wang, Yoshihiko Suhara, Stefanos Angelidis, Yuliang Li, Jinfeng Li and Wang-Chiew Tan
  WWW 2021
  pdf code

• Extractive Opinion Summarization in Quantized Transformer Spaces
  Stefanos Angelidis, Reinald Kim Amplayo, Yoshihiko Suhara, Xiaolan Wang, and Mirella Lapata
  TACL 2021
  pdf code

• Deep Entity Matching: Challenges and Opportunities
  Yuliang Li, Jinfeng Li, Yoshihiko Suhara, Jin Wang, Wataru Hirota, Wang-Chiew Tan
  ACM JDIQ
  pdf

• Validating Gravity-Based Market Share Models Using Large-Scale Transactional Data
  Yoshihiko Suhara, Mohsen Bahrami, Burçin Bozkaya, Alex `Sandy’ Pentland
  Big Data
  pdf

2020

• Sato: Contextual Semantic Type Detection in Tables
  Dan Zhang, Yoshihiko Suhara, Jinfeng Li, Madelon Hulsebos, Çağatay Demiralp, Wang-Chiew Tan
  VLDB 2020
  pdf code blog

• OpinionDigest: A Simple Framework for Opinion Summarization
  Yoshihiko Suhara*, Xiaolan Wang*, Stefanos Angelidis, Wang-Chiew Tan
  ACL 2020 (short)
  pdf code video blog

• An Exploratory Visual Analytics Tool for Multivariate Dynamic Networks
  Hasan Alp Boz, Mohsen Bahrami, Yoshihiko Suhara, Burcin Bozkaya, Selim Balcisoy
  EuroVA 2020
  pdf

• ExtremeReader: An interactive explorer for customizable and explainable review summarization
  Xiaolan Wang, Yoshihiko Suhara, Natalie Nuno, Yuliang Li, Jinfeng Li, Nofar Carmeli, Stefanos Angelidis, Eser Kandogan and Wang-Chiew Tan
  WWW 2020 (demo)
  pdf demo video

• Measuring the predictability of life outcomes with a scientific mass collaboration
  Matthew J Salganik, Ian Lundberg, Alexander T Kindel, Caitlin E Ahearn, Khaled Al-Ghoneim, Abdullah Almaatouq, Drew M Altschul, Jennie E Brand, Nicole Bohme Carnegie, Ryan James Compton, Debanjan Datta, Thomas Davidson, Anna Filippova, Connor Gilroy, Brian J Goode, Eaman Jahani, Ridhi Kashyap, Antje Kirchner, Stephen McKay, Allison C Morgan, Alex Pentland, Kivan Polimis, Louis Raes, Daniel E Rigobon, Claudia V Roberts, Diana M Stanescu, Yoshihiko Suhara, Adaner Usmani, Erik H Wang, Muna Adem, Abdulla Alhajri, Bedoor AlShebli, Redwane Amin, Ryan B Amos, Lisa P Argyle, Livia Baer-Bositis, Moritz Büchi, Bo-Ryehn Chung, William Eggert, Gregory Faletto, Zhilin Fan, Jeremy Freese, Tejomay Gadgil, Josh Gagné, Yue Gao, Andrew Halpern-Manners, Sonia P Hashim, Sonia Hausen, Guanhua He, Kimberly Higuera, Bernie Hogan, Ilana M Horwitz, Lisa M Hummel, Naman Jain, Kun Jin, David Jurgens, Patrick Kaminski, Areg Karapetyan, EH Kim, Ben Leizman, Naijia Liu, Malte Möser, Andrew E Mack, Mayank Mahajan, Noah Mandell, Helge Marahrens, Diana Mercado-Garcia, Viola Mocz, Katariina Mueller-Gastell, Ahmed Musse, Qiankun Niu, William Nowak, Hamidreza Omidvar, Andrew Or, Karen Ouyang, Katy M Pinto, Ethan Porter, Kristin E Porter, Crystal Qian, Tamkinat Rauf, Anahit Sargsyan, Thomas Schaffner, Landon Schnabel, Bryan Schonfeld, Ben Sender, Jonathan D Tang, Emma Tsurkov, Austin van Loon, Onur Varol, Xiafei Wang, Zhi Wang, Julia Wang, Flora Wang, Samantha Weissman, Kirstie Whitaker, Maria K Wolters, Wei Lee Woon, James Wu, Catherine Wu, Kengran Yang, Jingwen Yin, Bingyu Zhao, Chenyun Zhu, Jeanne Brooks-Gunn, Barbara E Engelhardt, Moritz Hardt, Dean Knox, Karen Levy, Arvind Narayanan, Brandon M Stewart, Duncan J Watts, Sara McLanahan
  PNAS
  pdf MIT Tech Review blog

• Emu: Enhancing Multilingual Sentence Embeddings with Semantic Specialization
  Wataru Hirota, Yoshihiko Suhara, Behzad Golshan, Wang-Chiew Tan
  AAAI 2020
  pdf blog

• An Amazon stingless bee foraging activity predicted using recurrent artificial neural networks and attribute selection
  Pedro AB Gomes, Yoshihiko Suhara, Patrícia Nunes-Silva, Luciano Costa, Helder Arruda, Giorgio Venturieri, Vera Lucia Imperatriz-Fonseca, Alex Pentland, Paulo de Souza, Gustavo Pessin
  Scientific Reports
  pdf

2019

• Winning Models for Grade Point Average, Grit, and Layoff in the Fragile Families Challenge
  Daniel E Rigobon, Eaman Jahani, Yoshihiko Suhara, Khaled AlGhoneim, Abdulaziz Alghunaim, Alex `Sandy’ Pentland, Abdullah Almaatouq
  Socius
  pdf MIT News

• Happiness Entailment: Automating Suggestions for Well-Being
  Sara Evensen, Yoshihiko Suhara, Alon Halevy, Vivian Li, Wang-Chiew Tan, Saran Mumick
  ACII 2019
  pdf blog

• Open Information Extraction from Question-Answer Pairs
  Nikita Bhutani, Yoshihiko Suhara, Wang-Chiew Tan, Alon Halevy, HV Jagadish
  NAACL 2019
  pdf

• Personalized Visited-POI Assignment to Individual Raw GPS Trajectories
  Jun Suzuki, Yoshihiko Suhara, Hiroyuki Toda, Kyosuke Nishida
  ACM TSAS
  pdf

• Building a Hotel Concierge Bot: an industrial case study
  Behzad Golshan, George Mihaila, Chen Chen, Jonathan Engel, Alon Halevy, Yoshihiko Suhara, Wang-Chiew Tan, Michael Matuschek
  CAST 2019 (VLDB Workshop)
  pdf blog

2018

• Behavioral attributes and financial churn prediction
  Erdem Kaya, Xiaowen Dong, Yoshihiko Suhara, Selim Balcisoy, Burcin Bozkaya, Alex `Sandy’ Pentland
  EPJ Data Science
  pdf

• ScamCoins, S*** Posters, and the Search for the Next BitcoinTM Collective Sensemaking in Cryptocurrency Discussions
  Eaman Jahani, Peter M. Krafft, Yoshihiko Suhara, Esteban Moro, Alex `Sandy’ Pentland
  CSCW 2018
  pdf slides

• Koko: a system for scalable semantic querying of text
  Xiaolang Wang, Jiyu Komiya, Yoshihiko Suhara, Aaron Feng, Behzad Golshan, Alon Halevy, Wang-Chiew Tan
  VLDB 2018 (demo)
  pdf

• HappyDB: A corpus of 100,000 crowdsourced happy moments Akari Asai, Sara Evensen, Behzad Golshan, Alon Halevy, Vivian Li, Andrei Lopatenko, Daniela Stepanov, Yoshihiko Suhara, Wang-Chiew Tan, Yinzhan Xu
  LREC 2018
  pdf data MIT Tech Review

2017

• Social Bridges in Urban Purchase Behavior
  Xiaowen Dong*, Yoshihiko Suhara*, Burcin Bozkaya, Vivek K. Singh, Bruno Lepri, Alex `Sandy’ Pentland
  ACM TIST
  pdf

• A Lightweight Front-end Tool for Interactive Entity Population
  Hidekazu Oiwa*, Yoshihiko Suhara*, Jiyu Komiya, Andrei Lopatenko
  ICML 2017 Workshop on Interactive Machine Learning
  pdf demo

• Exploiting the use of recurrent neural networks for driver behavior profiling
  Eduardo Carvalho, Bruno V Ferreira, Jair Ferreira, Cleidson De Souza, Hanna V Carvalho, Yoshihiko Suhara, Alex `Sandy’ Pentland, Gustavo Pessin
  IJCNN 2017
  pdf

• Driver behavior profiling: An investigation with different smartphone sensors and machine learning
  Jair Ferreira Júnior, Eduardo Carvalho, Bruno V Ferreira, Cleidson de Souza, Yoshihiko Suhara, Alex `Sandy’ Pentland, Gustavo Pessin
  PLoS One
  pdf

• DeepMood: Forecasting Depressed Mood Based on Self-reported Histories via Recurrent Neural Networks
  Yoshihiko Suhara*, Yinzhan Xu*, Alex `Sandy’ Pentland
  WWW 2017
  pdf

• Possible Confounds in Word-based Semantic Similarity Test Data
  Malay Bhattacharyya, Yoshihiko Suhara, Md Mustafizur Rahman, Markus Krause
  CSCW 2017 (poster)
  pdf data blog

2014

• Probabilistic identification of visited point-of-interest for personalized automatic check-in
  Kyosuke Nishida, Hiroyuki Toda, Takeshi Kurashima, Yoshihiko Suhara
  UbiComp 2014
  pdf

2013

• Snippet Generation by Identifying Attribute Associated Information
  Yoko Tanaka, Yoshihiko Suhara, Nobuaki Hiroshima, Hiroyuki Toda, Seiji Susaki
  AIRS 2013
  pdf

• Automatically generated spam detection based on sentence-level topic information
  Yoshihiko Suhara, Hiroyuki Toda, Shuichi Nishioka, Seiji Susaki
  WebQuality 2013 (WWW Workshop)
  pdf

• Robust online learning to rank via selective pairwise approach based on evaluation measures
  Yoshihiko Suhara, Jun Suzuki, Ryoji Kataoka
  Information and Media Technologies
  pdf

2008

• Extracting related named entities from blogosphere for event mining
  Yoshihiko Suhara, Hiroyuki Toda, Akito Sakurai
  ICUIMC 2008
  pdf

2007

• Event mining from the Blogosphere using topic words
  Yoshihiko Suhara, Hiroyuki Toda, Akito Sakurai
  ICWSM 2007
  pdf

• A simple computational model for classifying small string sets
  Yoshihiko Suhara, Akito Sakurai
  BrainIT 2007
  pdf

2006

• Generalization by categorical nodes in recurrent neural networks
  Yoshihiko Suhara, Akito Sakurai
  BrainIT 2006
  pdf

(* denotes equal contribution.)

Please see Google Scholar for the full publication list.