Publications

  1. Norden J, Smuck M, Sinha A, Hu R, Tomkins-Lane C. Objective measurement of free-living physical activity (performance) in lumbar spinal stenosis: are physical activity guidelines being met? Spine J. 2017 Jan;17(1):26-33. doi: 10.1016/j.spinee.2016.10.016. PubMed PMID: 27793759.
  2. Smuck M, Tomkins-Lane C, Ith MA, Jarosz R, Kao MJ. Physical performance analysis: A new approach to assessing free-living physical activity in musculoskeletal pain and mobility-limited populations. PLoS One. 2017 Feb 24;12(2):e0172804. doi: 10.1371/journal.pone.0172804. PubMed PMID: 28235039; PubMed Central PMCID: PMC5325560.
  3. Althoff T, Clark K, Leskovec J. Large-scale Analysis of Counseling Conversations: An Application of Natural Language Processing to Mental Health. Trans Assoc Comput Linguist. 2016;4:463-476. PubMed PMID: 28344978; PubMed Central PMCID: PMC5361062.
  4. Hamilton W, Leskovec J, Jurafasky D. Inducing Domain-Specific Sentiment Lexicons from Unlabeled Corpora. Empirical Methods on Natural Language Processing (EMNLP), 2016
  5. Hamilton W, Leskovec J, Jurafsky D. Cultural Shift or Linguistic Drift? Comparing Two Computational Models of Semantic Change. Empirical Methods on Natural Language Processing (EMNLP), 2016
  6. Hallac D, Wong C, Diamond S, Sosic R, Boyd S, et al. SnapVX: A Network-Based Convex Optimization Solver. Journal of machine learning research : JMLR.
  7. Shameli A, Althoff T, Saberi A, Leskovec J. How Gamification Affects Physical Activity: Large-scale Analysis of Walking Challenges in a Mobile Application. ACM International Conference on World Wide Web (WWW), 2017.
  8. Uchida TK, Sherman MA, Delp SL. Making a meaningful impact: modelling simultaneous frictional collisions in spatial multibody systems. Proc Math Phys Eng Sci. 2015 May 8;471(2177):20140859. PubMed PMID: 27547093; PubMed Central PMCID: PMC4984984.
  9. De Sa C, Ratner A, Re C, Shin J, Wang F, et al. DeepDive: Declarative Knowledge Base Construction. SIGMOD Rec. 2016 Mar;45(1):60-67. Epub 2016 Feb 6. PubMed PMID: 28344371; PubMed Central PMCID: PMC5361060.
  10. Li X, Dunn J, Salinas D, Zhou G, Zhou W, Schussler-Forenza Rose SM, et al. Digital Health: Tracking Physiomes and Activity Using Wearable Biosensors Reveals Useful Health-Related Information. PLoS Biol. 2017 Jan 12;15(1):e2001402. doi: 10.1371/journal.pbio.2001402. eCollection 2017 Jan. PubMed PMID: 28081144; PubMed Central PMCID: PMC5230763.
  11. Althoff T, Jindal P, Leskovec J.  Online Actions with Offline Impact: How Online Social Networks Influence Online and Offline User Behavior. Proc Int Conf Web Search Data Min. 2017 Feb;2017:537-546. doi: 10.1145/3018661.3018672. Epub 2017 Feb 2. PubMed PMID: 28345078; PubMed Central PMCID: PMC5361221.
  12. Grover A, Leskovec J. node2vec: Scalable Feature Learning for Networks. KDD. 2016 Aug;2016:855-864. PubMed PMID: 27853626; PubMed Central PMCID: PMC5108654.
  13. Benson A, Gleich D, Leskovec J. Tensor Spectral Clustering for Partitioning Higher-order Network Structures. Proc SIAM Int Conf Data Min. 2015;2015:118-126. PubMed PMID: 27812399; PubMed Central PMCID: PMC5089081.
  14. Aberger CR, Tu S, Olukotun K, Ré C. EmptyHeaded: A Relational Engine for Graph Processing. Proc ACM SIGMOD Int Conf Manag Data. 2016 Jun-Jul;2016:431-446. doi: 10.1145/2882903.2915213. PubMed PMID: 28077912; PubMed Central PMCID: PMC5221635.
  15. De Sa C, Olukotun K, Re C. Ensuring Rapid Mixing and Low Bias for Asynchronous Gibbs Sampling. JMLR Workshop Conf Proc. 2016;48:1567-1576. PubMed PMID: 28344730; PubMed Central PMCID: PMC5360990.
  16. Zhang C, Cafarella M, Niu F, Re C, Shin J. Extracting Databases from Dark Data with DeepDive. Proc ACM SIGMOD Int Conf Manag Data. 2016 Jun-Jul;2016:847-859. doi: 10.1145/2882903.2904442. PubMed PMID: 28316365; PubMed Central PMCID: PMC5350112.
  17. He B, De Sa C, Mitliagkas I, Re C. Scan Order in Gibbs Sampling: Models in Which it Matters and Bounds on How Much. Adv Neural Inf Process Syst. 2016;29. pii: 6589. PubMed PMID: 28344429; PubMed Central PMCID: PMC5361064.
  18. Ratner A, De Sa C, Wu S, Selsam D, Re C. Data Programming: Creating Large Training Sets, Quickly. NIPS 2016.
  19. Leskovec J, Sosic R. SNAP: A General Purpose Network Analysis and Graph Mining Library. ACM Trans Intell Syst Technol. 2016 Oct;8(1). pii: 1. doi: 10.1145/2898361. Epub 2016 Oct 3. PubMed PMID: 28344853; PubMed Central PMCID: PMC5361061.
  20. Lakkaraju H, Bach SH, Leskovec J. Interpretable Decision Sets: A Joint Framework for Description and Prediction. KDD. 2016 Aug;2016:1675-1684. PubMed PMID: 27853627; PubMed Central PMCID: PMC5108651.
  21. Wulczyn E, West R, Zia L, Leskovec J. Growing Wikipedia Across Languages via Recommendation. Proc Int World Wide Web Conf. 2016 Apr;2016:975-985. PubMed PMID: 27819073; PubMed Central PMCID: PMC5092237.
  22. Benson AR, Gleich DF, Leskovec J. Higher-order organization of complex networks. Science. 2016 Jul 8;353(6295):163-6. doi: 10.1126/science.aad9029. PubMed PMID: 27387949; PubMed Central PMCID: PMC5133458.
  23. King AC, Hekler EB, Grieco LA, Winter SJ, Sheats JL, Buman MP, Banerjee B, Robinson TN, Cirimele J. Effects of Three Motivationally Targeted Mobile Device Applications on Initial Physical Activity and Sedentary Behavior Change in Midlife and Older Adults: A Randomized Trial. PLoS One. 2016 Jun 28;11(6):e0156370. doi: 10.1371/journal.pone.0156370. eCollection 2016. Erratum in: PLoS One. 2016;11(7):e0160113. PubMed PMID: 27352250; PubMed Central PMCID: PMC4924838.
  24. King AC, Winter SJ, Sheats JL, Rosas LG, Buman MP, Salvo D, Rodriguez NM, Seguin RA, Moran M, Garber R, Broderick B, Zieff SG, Sarmiento OL, Gonzalez SA, Banchoff A, Dommarco JR. Leveraging Citizen Science and Information Technology for Population Physical Activity Promotion. Transl J Am Coll Sports Med. 2016 May 15;1(4):30-44. PubMed PMID: 27525309; PubMed Central PMCID: PMC4978140.
  25. Uchida TK, Seth A, Pouya S, Dembia CL, Hicks JL, Delp SL. Simulating Ideal Assistive Devices to Reduce the Metabolic Cost of Running. PLoS One. 2016 Sep 22;11(9):e0163417. doi: 10.1371/journal.pone.0163417. eCollection 2016. PubMed PMID: 27656901.
  26. Hallac D, Leskovec J, Boyd S. Network Lasso: Clustering and Optimization in Large Graphs. KDD. 2015 Aug;2015:387-396. PubMed PMID: 27398260; PubMed Central PMCID: PMC4937836.
  27. Diamond S, Boyd S. CVXPY: A Python-Embedded Modeling Language for Convex Optimization. J Mach Learn Res. 2016 Apr;17. pii: 83. PubMed PMID: 27375369; PubMed Central PMCID: PMC4927437.
  28. De Sa C, Zhang C, Olukotun K, Ré C. Taming the Wild: A Unified Analysis of Hogwild!-Style Algorithms. Adv Neural Inf Process Syst. 2015 Dec;28:2656-2664. PubMed PMID: 27330264; PubMed Central PMCID: PMC4907892.
  29. Hadjis S, Abuzaid F, Zhang C, Ré C. Caffe con Troll: Shallow Ideas to Speed Up Deep Learning. Proc Fourth Workshop Data Anal Scale Danac 2015 (2015). 2015
    May-Jun;2015. pii: 2. PubMed PMID: 27314106; PubMed Central PMCID: PMC4906251.
  30. De Sa C, Zhang C, Olukotun K, Ré C. Rapidly Mixing Gibbs Sampling for a Class of Factor Graphs Using Hierarchy Width. Adv Neural Inf Process Syst. 2015 Dec;28:3079-3087. PubMed PMID: 27279724; PubMed Central PMCID: PMC4894721.
  31. Kimelfeld B, Ré C. A Database Framework for Classifier Engineering. CEUR Workshop Proc. 2015 May;1378. pii: http://ceur-ws.org/Vol-1378/AMW_2015_paper_1.pdf. Epub 2015 Jun 11. PubMed PMID: 27274719; PubMed Central PMCID: PMC4891810.
  32. Shin J, Ré C, Cafarella M. Mindtagger: A Demonstration of Data Labeling in Knowledge Base Construction. Proceedings VLDB Endowment. 2015 Aug;8(12):1920-1923. PubMed PMID: 27144082; PubMed Central PMCID: PMC4852148.
  33. Shin J, Wu S, Wang F, De Sa C, Zhang C, Ré C. Incremental Knowledge Base Construction Using DeepDive. Proceedings VLDB Endowment. 2015 Jul;8(11):1310-1321. PubMed PMID: 27144081; PubMed Central PMCID: PMC4852149.
  34. Perez Y, Sosič R, Banerjee A, Puttagunta R, Raison M, Shah P, Leskovec J. Ringo: Interactive Graph Analytics on Big-Memory Machines. Proc ACM SIGMOD Int Conf Manag Data. 2015 May-Jun;2015:1105-1110. PubMed PMID: 27081215; PubMed Central PMCID: PMC4829061.
  35. Althoff T, Leskovec J. Donor Retention in Online Crowdfunding Communities: A Case Study of DonorsChoose.org. Proc Int World Wide Web Conf. 2015 May;2015:34-44. PubMed PMID: 27077139; PubMed Central PMCID: PMC4827627.
  36. Uchida TK, Hicks JL, Dembia CL, Delp SL. Stretching Your Energetic Budget: How Tendon Compliance Affects the Metabolic Cost of Running. PLoS One. 2016 Mar 1;11(3):e0150378. doi: 10.1371/journal.pone.0150378. eCollection 2016. PubMed PMID: 26930416; PubMed Central PMCID: PMC4773147.
  37. Winter SJ, Sheats JL, King AC. The Use of Behavior Change Techniques and Theory in Technologies for Cardiovascular Disease Prevention and Treatment in Adults: A Comprehensive Review. Prog Cardiovasc Dis. 2016 May-Jun;58(6):605-12. doi: 10.1016/j.pcad.2016.02.005. Epub 2016 Feb 20. Review. PubMed PMID: 26902519; PubMed Central PMCID: PMC4868665.
  38. Mallory EK, Zhang C, Ré C, Altman RB. Large-scale extraction of gene interactions from full-text literature using DeepDive. Bioinformatics. 2016 Jan 1;32(1):106-13. doi: 10.1093/bioinformatics/btv476. Epub 2015 Sep 3. PubMed PMID:26338771; PubMed Central PMCID: PMC4681986.
  39. Ku JP, Hicks JL, Hastie T, Leskovec J, Ré C, Delp SL. The mobilize center: an NIH big data to knowledge center to advance human movement research and improve mobility. J Am Med Inform Assoc. 2015 Nov;22(6):1120-5. doi:10.1093/jamia/ocv071. Epub 2015 Aug 13. PubMed PMID: 26272077; PubMed Central PMCID: PMC4639715.