Michael Collins
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Researcher in the field of computational linguistics
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Michael Collins communications Degrees
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Michael Collins 's Degrees
- PhD Computer Science Stanford University
- Masters Linguistics University of California, Berkeley
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Why Is Michael Collins Influential?
(Suggest an Edit or Addition)According to Wikipedia, Michael J. Collins is a researcher in the field of computational linguistics. He is the Vikram S. Pandit Professor of Computer Science at Columbia University. His research interests are in natural language processing as well as machine learning and he has made important contributions in statistical parsing and in statistical machine learning. In his studies Collins covers a wide range of topics such as parse re-ranking, tree kernels, semi-supervised learning, machine translation and exponentiated gradient algorithms with a general focus on discriminative models and structured prediction. One notable contribution is a state-of-the-art parser for the Penn Wall Street Journal corpus. As of 11 November 2015, his works have been cited 16,020 times, and he has an h-index of 47.
Michael Collins 's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- Discriminative Training Methods for Hidden Markov Models: Theory and Experiments with Perceptron Algorithms (2002) (2312)
- Head-Driven Statistical Models for Natural Language Parsing (2003) (2097)
- Three Generative, Lexicalised Models for Statistical Parsing (1997) (1167)
- Unsupervised Models for Named Entity Classification (1999) (1044)
- Convolution Kernels for Natural Language (2001) (942)
- Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars (2005) (925)
- Discriminative Reranking for Natural Language Parsing (2000) (783)
- A New Statistical Parser Based on Bigram Lexical Dependencies (1996) (744)
- Stent underexpansion and residual reference segment stenosis are related to stent thrombosis after sirolimus-eluting stent implantation: an intravascular ultrasound study. (2005) (741)
- Logistic Regression, AdaBoost and Bregman Distances (2000) (702)
- Clause Restructuring for Statistical Machine Translation (2005) (672)
- New Ranking Algorithms for Parsing and Tagging: Kernels over Discrete Structures, and the Voted Perceptron (2002) (639)
- Hidden Conditional Random Fields (2007) (572)
- Simple Semi-supervised Dependency Parsing (2008) (503)
- A Generalization of Principal Components Analysis to the Exponential Family (2001) (493)
- Online Learning of Relaxed CCG Grammars for Parsing to Logical Form (2007) (457)
- Incremental Parsing with the Perceptron Algorithm (2004) (451)
- Conditional Random Fields for Object Recognition (2004) (430)
- Effectiveness of clopidogrel and aspirin versus ticlopidine and aspirin in preventing stent thrombosis after coronary stent implantation. (1999) (357)
- Ranking Algorithms for Named Entity Extraction: Boosting and the VotedPerceptron (2002) (298)
- Contribution of Stent Underexpansion to Recurrence After Sirolimus-Eluting Stent Implantation for In-Stent Restenosis (2004) (282)
- Transfer learning for image classification with sparse prototype representations (2008) (270)
- A Statistical Parser for Czech (1999) (266)
- Chinese Syntactic Reordering for Statistical Machine Translation (2007) (253)
- Max-Margin Parsing (2004) (250)
- Intravascular Ultrasound Assessment of Ulcerated Ruptured Plaques: A Comparison of Culprit and Nonculprit Lesions of Patients With Acute Coronary Syndromes and Lesions in Patients Without Acute Coronary Syndromes (2003) (242)
- Efficient Third-Order Dependency Parsers (2010) (232)
- Sparse, Dense, and Attentional Representations for Text Retrieval (2020) (230)
- Prepositional Phrase Attachment through a Backed-off Model (1995) (225)
- Discriminative n-gram language modeling (2007) (211)
- Bifurcation coronary lesions treated with the "crush" technique: an intravascular ultrasound analysis. (2005) (211)
- Learning Context-Dependent Mappings from Sentences to Logical Form (2009) (201)
- Dual Decomposition for Parsing with Non-Projective Head Automata (2010) (192)
- On Dual Decomposition and Linear Programming Relaxations for Natural Language Processing (2010) (187)
- Discriminative Language Modeling with Conditional Random Fields and the Perceptron Algorithm (2004) (186)
- Exponentiated Gradient Algorithms for Conditional Random Fields and Max-Margin Markov Networks (2008) (177)
- Structured Prediction Models via the Matrix-Tree Theorem (2007) (157)
- Impact of coronary culprit lesion calcium in patients undergoing paclitaxel-eluting stent implantation (a TAXUS-IV sub study). (2005) (143)
- TAG, Dynamic Programming, and the Perceptron for Efficient, Feature-Rich Parsing (2008) (143)
- Imaging- and physiology-guided percutaneous coronary intervention without contrast administration in advanced renal failure: a feasibility, safety, and outcome study. (2016) (143)
- EM Algorithm (2010) (142)
- Parameter Estimation for Statistical Parsing Models: Theory and Practice of (2001) (134)
- Nonuniform Strut Distribution Correlates With More Neointimal Hyperplasia After Sirolimus-Eluting Stent Implantation (2004) (126)
- An efficient projection for l1, ∞ regularization (2009) (123)
- A volumetric intravascular ultrasound comparison of early drug-eluting stent thrombosis versus restenosis. (2009) (119)
- Learning Visual Representations using Images with Captions (2007) (114)
- The Rules Behind Roles: Identifying Speaker Role in Radio Broadcasts (2000) (114)
- Treatment of coronary artery perforations complicating percutaneous coronary intervention with a polytetrafluoroethylene-covered stent graft. (2006) (113)
- Discriminative Syntactic Language Modeling for Speech Recognition (2005) (109)
- Intravascular ultrasound assessment of lesions with target vessel failure after sirolimus-eluting stent implantation. (2005) (107)
- An Empirical Study of Semi-supervised Structured Conditional Models for Dependency Parsing (2009) (100)
- A Discriminative Model for Tree-to-Tree Translation (2006) (98)
- Nonrandomized comparison of coronary stenting under intravascular ultrasound guidance of direct stenting without predilation versus conventional predilation with a semi-compliant balloon versus predilation with a new scoring balloon. (2007) (85)
- A prospective registry to evaluate sirolimus-eluting stents implanted at coronary bifurcation lesions using the "crush technique". (2006) (83)
- Outcome after acute incomplete sirolimus-eluting stent apposition as assessed by serial intravascular ultrasound. (2006) (83)
- Exponentiated Gradient Algorithms for Large-margin Structured Classification (2004) (82)
- Assessing intermediate left main coronary lesions using intravascular ultrasound. (2007) (82)
- Intravascular ultrasound assessment of the incidence and predictors of edge dissections after drug-eluting stent implantation. (2009) (77)
- Case-factor diagrams for structured probabilistic modeling (2004) (77)
- Comparison of angiographic and intravascular ultrasonic detection of myocardial bridging of the left anterior descending coronary artery. (2008) (74)
- Intravascular ultrasound study of patterns of calcium in ruptured coronary plaques. (2005) (74)
- Dual catheter technique for the treatment of severe coronary artery perforations (2010) (71)
- Density-Driven Cross-Lingual Transfer of Dependency Parsers (2015) (70)
- Hidden-state Conditional Random Fields (2006) (68)
- Corrective language modeling for large vocabulary ASR with the perceptron algorithm (2004) (67)
- Effectiveness of drug-eluting stent implantation for patients with unprotected left main coronary artery stenosis. (2008) (65)
- Hidden-Variable Models for Discriminative Reranking (2005) (63)
- Improving intonational phrasing with syntactic information (2000) (63)
- Angiographic patterns of drug-eluting stent restenosis and one-year outcomes after treatment with repeated percutaneous coronary intervention. (2008) (61)
- Practices and complications of vascular closure devices and manual compression in patients undergoing elective transfemoral coronary procedures. (2012) (59)
- An efficient projection for l 1 , infinity regularization. (2009) (55)
- Intravascular Ultrasound Analysis of Intraplaque Versus Subintimal Tracking in Percutaneous Intervention for Coronary Chronic Total Occlusions and Association With Procedural Outcomes. (2017) (53)
- Intravascular ultrasonic assessment of stent diameters derived from manufacturer's compliance charts. (2005) (53)
- Mechanisms and Patterns of Intravascular Ultrasound In-Stent Restenosis Among Bare Metal Stents and First- and Second-Generation Drug-Eluting Stents. (2015) (51)
- Exponentiated gradient algorithms for log-linear structured prediction (2007) (50)
- Morphology and Reranking for the Statistical Parsing of Spanish (2005) (49)
- Transcatheter aortic valve replacement in patients with critical aortic stenosis: rationale, device descriptions, early clinical experiences, and perspectives. (2006) (48)
- Cross-Lingual Syntactic Transfer with Limited Resources (2016) (46)
- Comparison of directional coronary atherectomy and stenting versus stenting alone for the treatment of de novo and restenotic coronary artery narrowing. (2004) (46)
- Short- and long-term outcomes after stent-assisted percutaneous treatment of saphenous vein grafts in the drug-eluting stent era. (2008) (43)
- Aldehyde adducts in alcoholism (1985) (42)
- Trigger-Based Language Modeling using a Loss-Sensitive Perceptron Algorithm (2007) (40)
- Dimensionality reduction for speech recognition using neighborhood components analysis (2007) (39)
- Syntactic Reordering in Preprocessing for Japanese → English Translation: MIT System Description for NTCIR-7 Patent Translation Task (2008) (39)
- Non-Projective Parsing for Statistical Machine Translation (2009) (37)
- Learning Label Embeddings for Nearest-Neighbor Multi-class Classification with an Application to Speech Recognition (2009) (33)
- Clinical outcomes after heterogeneous overlap stenting with drug-eluting stents and bare-metal stents for de novo coronary artery narrowings. (2011) (30)
- The role of mucomyst administration prior to percutaneous interventions on renal function in patients with chronic renal failure (2002) (28)
- Review of Beyond grammar: an experience-based theory of language by Rens Bod. CSLI Publications 1998. (1999) (27)
- Intravascular Ultrasound–Derived Calcium Score to Predict Stent Expansion in Severely Calcified Lesions (2021) (27)
- Dialect recognition using a phone-GMM-supervector-based SVM kernel (2010) (25)
- Forward-Backward Algorithm (2009) (24)
- Creatine kinase-MB enzyme elevation and long-term clinical events after successful coronary stenting in lesions with ruptured plaque. (2005) (24)
- Unsupervised Cross-Lingual Part-of-Speech Tagging for Truly Low-Resource Scenarios (2020) (21)
- Semantic Tagging using a Probabilistic Context Free Grammar (1998) (21)
- Low-Resource Syntactic Transfer with Unsupervised Source Reordering (2019) (21)
- Reranking an n-gram supertagger (2002) (20)
- TOI-257b (HD 19916b): a warm sub-saturn orbiting an evolved F-type star (2020) (19)
- The multiplicity distribution of Kepler’s exoplanets (2019) (19)
- Spoken language translation with MID-90's technology: a case study (1993) (19)
- University of Pennsylvania: Description of the University of Pennsylvania System Used for MUC-6 (1995) (19)
- Intravascular ultrasonic differences between aorto-ostial and shaft narrowing in saphenous veins used as aortocoronary bypass grafts. (2006) (19)
- Parsing with a Single Neuron: Convolution Kernels for Natural Language Problems (2001) (18)
- Correlation of coronary arterial remodeling determined by intravascular ultrasound with angiographic diameter reduction of 20% to 60%. (2003) (18)
- The SIRIUS‐DIRECT trial: A multi‐center study of direct stenting using the sirolimus‐eluting stent in patients with de novo native coronary artery lesions (2007) (18)
- Dominant contribution of negative remodeling to development of significant coronary bifurcation narrowing. (2003) (17)
- Optimal Beam Search for Machine Translation (2013) (16)
- Personnel exposure during gamma endovascular brachytherapy. (2000) (16)
- Volumetric intravascular ultrasound assessment of neointimal hyperplasia and nonuniform stent strut distribution in sirolimus-eluting stent restenosis. (2006) (15)
- Intravascular ultrasound analysis of intraplaque versus subintimal tracking in percutaneous intervention for coronary chronic total occlusions: One year outcomes (2018) (15)
- Acute and long-term outcomes of cutting balloon angioplasty followed by gamma brachytherapy for in-stent restenosis. (2003) (14)
- The Naive Bayes Model , Maximum-Likelihood Estimation , and the EM Algorithm (2012) (13)
- Spectral Learning of Refinement HMMs (2013) (13)
- Comparison of safety and efficacy between first and second generation of angio-seal closure devices in interventional patients. (2004) (12)
- Feedforward neural networks (2021) (12)
- Vascular remodeling and plaque composition between focal and diffuse coronary lesions assessed by intravascular ultrasound. (2004) (11)
- Maximum Margin Ranking Algorithms for Information Retrieval (2010) (11)
- The Pan-Pacific Planet Search – VIII. Complete results and the occurrence rate of planets around low-luminosity giants (2019) (11)
- Proceedings of the 2003 conference on Empirical methods in natural language processing (2003) (11)
- The relative effects of abciximab and tirofiban on platelet inhibition and C-reactive protein during coronary intervention. (2010) (10)
- Tutorial: Machine Learning Methods in Natural Language Processing (2003) (9)
- Percutaneous Coronary Intervention With Bioresorbable Scaffolds in a Young Child (2017) (8)
- TOI-257b (HD 19916b): A Warm sub-Saturn on a Moderately Eccentric Orbit Around an Evolved F-type Star (2020) (8)
- Percutaneous coronary artery revascularization procedures in pediatric heart transplant recipients: A large single center experience (2016) (8)
- Statistical Machine Translation : IBM Models 1 and 2 (2011) (7)
- Updating the chest pain algorithm: incorporating new evidence. (2008) (6)
- Large margin methods for structured classification : Exponentiated gradient algorithms and PAC-Bayesian generalization bounds (2004) (6)
- Updating an institutional chest pain algorithm: incorporating new evidence on emerging pharmacotherapy. (2012) (6)
- An efficient projection for {\it l}$_{\mbox{1}}$,$_{\mbox{infinity}}$ regularization (2009) (5)
- Treatment of restenotic drug-eluting stents: an intravascular ultrasound analysis. (2007) (5)
- A multicenter, randomized, dose-finding study of gamma intracoronary radiation therapy to inhibit recurrent restenosis after stenting. (2006) (4)
- Magnetic positioning system in coronary angiography and percutaneous intervention (2013) (4)
- Updating the chest pain algorithm: incorporating new evidence on emerging antiplatelet agents. (2011) (4)
- Morphological Patterns of In-Stent Chronic Total Occlusions: An Intravascular Ultrasound Study. (2018) (3)
- Acute closure due to extramedial hematoma 3 hours after stenting. (2014) (3)
- Log-Linear Models , MEMMs , and CRFs (2011) (3)
- Incorporating Semantic Constraints into a Discriminative Categorization and Labelling Model. (2005) (3)
- A Projected Subgradient Method for Scalable Multi-Task Learning (2008) (2)
- Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics (2009) (2)
- Course Notes for COMS w4705: Language Modeling (2011) (2)
- Phrase-Based Translation Models (2013) (2)
- Impact of Nonobstructive Left Main Coronary Artery Atherosclerosis on Long-Term Mortality. (2022) (2)
- Images in clinical medicine. Aneurysm of the left anterior descending coronary artery. (2003) (2)
- Procedural costs of digital vs. analog archiving of diagnostic cardiac catheterizations (2000) (2)
- Restructuring for Statistical Machine Translation (2005) (1)
- Health Rights in El Salvador (1983) (1)
- A Multi-Lingual Web-Based Survey Form Machine Translation Mechanism (2003) (1)
- Advanced Natural Language Processing : Background and Overview (2017) (1)
- PROTECT I Trial): Initial U.S. Experience in Patients Undergoing High-Risk Percutaneous Coronary Intervention (The (2011) (1)
- Occultation of a Large Star by the Large Plutino (28978) Ixion on 2020 October 13 UTC (2021) (1)
- Reasons for lesion uncrossability as assessed by intravascular ultrasound (2022) (1)
- Embolization containment device for a native coronary arterial lesion with large thrombus burden. (2002) (1)
- Semi-Supervised Named Entity Recognition with CRF-VAEs (2019) (1)
- INTRAVASCULAR ULTRASOUND-DERIVED LEFT MAIN MINIMUM LUMEN AREA AND PLAQUE BURDEN PREDICT 12-YEAR CARDIAC MORTALITY (2021) (1)
- Brachytherapy for in‐stent restenosis through the internal mammary artery (2001) (0)
- A Woman With Multiparity Experiencing Chest Pain in Her Early 60s. (2019) (0)
- Retreatment immediately after gamma radiation for in-stent restenosis results in need for target vessel revascularization beyond target lesion (2002) (0)
- TCT-656 Intravascular Ultrasound Morphologic Comparison of In-stent Chronic Total Occlusion Versus Non-Occlusive In-stent Restenosis (2017) (0)
- Predictors of radiation failure after treatment of in-stent restenosis with gamma vascular brachytherapy: pooled analysis from GAMMA I, II, and SCRIPPS III studies (2002) (0)
- Acute angiographic and clinical results of the NIR w/SOX stent. (2002) (0)
- TCT-288 Myocardial Bridge Is More Common in LAD-CTOs Than Non-CTO LAD Stenoses (2022) (0)
- Acute and long-term outcomes of multivessel stenting in patients aged 80 years (2003) (0)
- Does vessel size have an impact on recurence rates following gamma vascular brachytherapy: acute and nine-month results from SCRIPPS III registry (2002) (0)
- Predictive Validity of a Cognitive Model in a Naturalistic Language Learning Task (2019) (0)
- Book Reviews: Beyond Grammar: An Experience-based Theory of Language (1999) (0)
- Efficient Coordinate Descent for Ranking with Domination (0)
- Intravascular Ultrasound Analysis Bifurcation Coronary Lesions Treated With the "Crush" Technique: An (2011) (0)
- Chapter 1 : Lexicalized PCFG : Parsing Czech (2007) (0)
- TCT-73 Comprehensive Right Ventricular Hemodynamic Assessment With Pressure-Volume Analysis During Impella Support: Preliminary Findings From the CHAMP-IMPELLA Study (2022) (0)
- Spectral methods for estimating probabilistic language models (0)
- TCT-546 Imaging and physiology-guided zero contrast percutaneous coronary intervention in advanced chronic kidney disease. (2016) (0)
- Notes on the EM Algorithm (2005) (0)
- Object Recognition with Latent Conditional Random Fields by Ariadna Quattoni (2005) (0)
- Using discovery to create an architecture-based implementation baseline (2008) (0)
- MACHINE LEARNING AS A SOURCE OF INSIGHT INTO UNIVERSAL GRAMMAR (2006) (0)
- Information Theory and Linearization Patterns of English Phrasal Prepositional Verbs (2007) (0)
- Youth and Alcoholism (1998) (0)
- Abstract 4487: Clopidogrel Resistance in Patients Undergoing Percutaneous Coronary Intervention: One Year Outcome (2008) (0)
- On planetary systems as ordered sequences (2021) (0)
- Front of the Lunar Module with Mare Smythii visible, July 21, 1969, [number E-1] (2015) (0)
- Linguistic Modeling of Kepler's Exoplanets (2019) (0)
- TRIGGER-BASEDLANGUAGE MODELING USINGA LOSS-SENSITIVE PERCEPTRONALGORITHM (2007) (0)
- MECHANICAL CAUSE OF EARLY OCCLUSION AFTER SUCCESSFUL PERCUTANEOUS CORONARY INTERVENTION EVALUATED BY IVUS (2020) (0)
- 1101-41 Intravascular ultrasound assessment of lesions with sirolimus-eluting stent failure (2004) (0)
- Predictors and prognostic values of CK-MB cardiac enzyme elevation after coronary intervention with radiation treatment in in-stent restenosis (2002) (0)
- TREATMENT OF BIFURCATION LESIONS ifurcation Coronary Lesions reated With the “ Crush ” Technique n Intravascular Ultrasound Analysis (2016) (0)
- TCT-583 Intravascular Ultrasound Comparison of Intra-plaque Versus Subintimal Tracking in Percutaneous Intervention for Coronary Chronic Total Occlusions. (2016) (0)
- THE MECHANISM OF BALLOON UNCROSSABILITY ASSESSED BY INTRAVASCULAR ULTRASOUND (2020) (0)
- ACHIEVEMENT OF GUIDELINE DIRECTED MEDICAL THERAPY GOALS IN COMPLEX HIGHER-RISK (AND INDICATED) PATIENTS UNDERGOING PERCUTANEOUS CORONARY INTERVENTION (2019) (0)
- Abstract 3347: Sirolimus Eluting Stents In Single Vessel Versus Multi-vessel Percutaneous Coronary Intervention: Results From The Matrix Registry (2007) (0)
- Percutaneous coronary interventions in octogenarians with use of glycoprotein GP llb/llla inhibitors: Similar major adverse cardiac events but higher hemorrhagic stroke rate than younger patients (2003) (0)
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