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FACTORIE: Home

Is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference. Learn more ». Quick Start ». Many learning problems are posed as minimizing a sum of losses per training example plus a regularization term. The FACTORIE optimization package provides a modular framework for specifying per-example losses, regularization, online vs. batch...FACTO...

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Is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference. Learn more ». Quick Start ». Many learning problems are posed as minimizing a sum of losses per training example plus a regularization term. The FACTORIE optimization package provides a modular framework for specifying per-example losses, regularization, online vs. batch...FACTO...
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FACTORIE: Home | factorie.cs.umass.edu Reviews

https://factorie.cs.umass.edu

Is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference. Learn more ». Quick Start ». Many learning problems are posed as minimizing a sum of losses per training example plus a regularization term. The FACTORIE optimization package provides a modular framework for specifying per-example losses, regularization, online vs. batch...FACTO...

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factorie.cs.umass.edu factorie.cs.umass.edu
1

FACTORIE: Inference

http://factorie.cs.umass.edu/usersguide/UsersGuide450Inference.html

The basic use of a graphical model is to perform. Making predictions about the values of unobserved variables, conditioned on the values of observed variables and the parameters. In FACTORIE terminology, inference is a process which takes a list of variables and a model and produces a Summary, which is a container of marginals which also has a marginalization constant, referred to as logZ. The main traits involved in the process of inference in FACTORIE are Marginal, FactorMarginal, Summary, and Infer.

2

FACTORIE: Home

http://factorie.cs.umass.edu/index.html

Is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference. Learn more ». Quick Start ». Many learning problems are posed as minimizing a sum of losses per training example plus a regularization term. The FACTORIE optimization package provides a modular framework for specifying per-example losses, regularization, online vs. batch...FACTO...

3

FACTORIE: Installation

http://factorie.cs.umass.edu/usersguide/UsersGuide020Installation.html

FACTORIE is known to run on Mac OSX, Linux, and Windows with Cygwin, and is expected to run on any platform on which the Java Virtual Machine is available. If you encounter difficulties installing FACTORIE please let us know at discuss@factorie.cs.umass.edu. 17 and Apache Maven. 30 Maven will install the correct versions of all other dependencies for you, including Scala. Adding this jar to the classpath of your Java project will allow you to use FACTORIE in that project. Factorie 2.11 /artifactId. To co...

4

Factorie 1.0-SNAPSHOT API

http://factorie.cs.umass.edu/scaladocs

Ccfactorie.app.bib.experiments. Ccfactorie.app.bib.parser. Ccfactorie.app.classify.backend. Ccfactorie.app.nlp.coref. Ccfactorie.app.nlp.coref.mention. Ccfactorie.app.nlp.embeddings. Ccfactorie.app.nlp.hcoref. Ccfactorie.app.nlp.lemma. Ccfactorie.app.nlp.lexicon. Ccfactorie.app.nlp.load. Ccfactorie.app.nlp.morph. Ccfactorie.app.nlp.ner. Ccfactorie.app.nlp.parse. Ccfactorie.app.nlp.phrase. Ccfactorie.app.nlp.pos. Ccfactorie.app.nlp.relation. Ccfactorie.app.nlp.segment. Ccfactorie.app.topics.lda.

5

FACTORIE: Introduction

http://factorie.cs.umass.edu/usersguide/UsersGuide010Introduction.html

Andrew McCallum, Alexandre Passos, Sameer Singh,. Is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating factor graphs. Estimating parameters and performing inference. FACTORIE aims to provide a full-featured framework for probabilistic graphical models (both directed and undirected) that is both flexible for rapid prototyping and efficient at large scale for deployment in substantial applications. It is ...

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今天在写 Play 应用时,遇到一个奇怪的问题 在. Ambiguous implicit values: both method wrapJava in object HandlerInvokerFactory of type = play.core.routing.HandlerInvokerFactory[play.mvc.Result] and method wrapJavaPromise in object HandlerInvokerFactory of type = play.core.routing.HandlerInvokerFactory[play.libs.F.Promise[play.mvc.Result] match expected type play.core.routing.HandlerInvokerFactory[T]. Error] TypeError: Cannot read. At /usr/lib/node modules/hexo/lib/theme/index.js: 113. At b (domain.js: 183. A toolkit for dep...

ropengov.github.io ropengov.github.io

NIPS/MLOSS workshop on Machine Learning Open Source Software — rOpenGov

http://ropengov.github.io/general/2013/12/10/MLOSS

December 10, 2013. NIPS/MLOSS workshop on Machine Learning Open Source Software. Project was today highlighted at the Neural Information Processing Systems (NIPS). Conference, one of the main forums for machine learning and scientific computation. We gave a presentation at the Machine Learning Open Source Software (MLOSS) workshop. A number of other interesting projects were present, including iPython. And many others. For a full list, see the MLOSS. Written by Leo Lahti. Incorporated theme by Inc.

fnl.es fnl.es

fnl.es · A review of sparse sequence taggers

http://fnl.es/a-review-of-sparse-sequence-taggers.html

A review of sparse sequence taggers. Right now, use Wapiti. You want to go beyond first-order and/or linear models, need the fastest possible training cycles, or are a Scala programmer, in which case you would be best advised to choose Factorie. OK, so that's that for a stressed out generation; Read on if you want to know why I recommend those two tools. Controversy and therefore an ideal testing ground. Nearly any interesting natural language processing (NLP) task starts with word tagging. DNA bases (lo...

github.com github.com

GitHub - factorie/factorie: FACTORIE is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing

https://github.com/factorie/factorie

FACTORIE is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference. Use Git or checkout with SVN using the web URL. Factorie 2.11-1.2. Factorie 2.11-1.1.1. Factorie 2.11-1.1. Factorie 2.10-1.1. Aug 24, 2016. Add noop-diffs to hcoref vars. Failed to load latest commit information. Changed factorie version capture format in bin/fac. This ...

iesl.cs.umass.edu iesl.cs.umass.edu

News - Information Extraction and Synthesis Laboratory

http://www.iesl.cs.umass.edu/news

Specific announcements, see here. CFP: ICML 2012 Workshop on Inferning: Interactions between Inference and Learning. Posted Apr 9, 2012, 4:32 PM. By Sameer Singh [ updated Apr 9, 2012, 4:35 PM. ICML 2012 Workshop on. Interactions between Inference and Learning. June 30th, 2012, Edinburgh, UK. Http:/ inferning.cs.umass.edu. The workshop is organized by IESL members Sameer Singh. Further, does the behavior of inference change as learning continues to improve the quality of the model?

en.wikipedia.org en.wikipedia.org

Conditional random field - Wikipedia, the free encyclopedia

https://en.wikipedia.org/wiki/Conditional_random_field

From Wikipedia, the free encyclopedia. This article has multiple issues. Please help improve it. Or discuss these issues on the talk page. Learn how and when to remove these template messages. This article provides insufficient context for those unfamiliar with the subject. Please help improve the article. With a good introductory style. Learn how and when to remove this template message. This article may be too technical. For most readers to understand. Learn how and when to remove this template message.

bugra.github.io bugra.github.io

Topic Modeling for the Uninitiated | Bugra Akyildiz

http://bugra.github.io/work/notes/2015-02-21/topic-modeling-for-the-uninitiated

Topic Modeling for the Uninitiated. Search became more and more important to find the needle in this haystack. Especially, if you need a very specific document, the only option you have is to depend on the search engine’s capabilities and hope for the best. In order to overcome this problem, topic models provide a nice way to explore a collection of documents that share a single common theme so-called topic . One thing to be noted before applying Topic Modeling is that you need to care a lot about word d...

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factorie.cs.umass.edu factorie.cs.umass.edu

FACTORIE: Home

Is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference. Learn more ». Quick Start ». Many learning problems are posed as minimizing a sum of losses per training example plus a regularization term. The FACTORIE optimization package provides a modular framework for specifying per-example losses, regularization, online vs. batch...FACTO...

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Edito - LA FACTORIE

Maison de Poésie / Normandie. Association Lucrative sans but. Ma vie de Poème. J’irai lire chez toi. Dans l’espace public. Le prix du CoPo. Le prix CoPo des lycéens. Petites boutiques de travail. Place à la poésie. Festival Moulins à Paroles. Poésie de l’aître. Plaquette de la Factorie. Sept 2016 / juin 2017. 19 h 00 min. Apéro-Poésie / Cap au Norge @ la Factorie. Apéro-Poésie / Cap au Norge. Jan 27 @ 19 h 00 min 22 h 30 min. 10 h 00 min. Stage d’écriture @ La Factorie. Stage d’écriture. Stage d’éc...

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Factorie Experiences

New Website Coming Soon! As you can see, our website is undergoing a total re-design. Please come back soon! Meanwhile sign up here to be kept in the loop:. 2015 Launcher Plugin by MyThemeShop.

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Scratching my digital itches

Scratching my digital itches. Monday, January 08, 2018. Notecase Pro v4.3.4 desktop edition released. Notecase Pro v4.3.4 desktop edition has just been released. Downloads are now available at http:/ www.notecasepro.com/download.php. This release was mostly about performance, read below for some great program speedups! Major changes in this release:. Add: show unique document ID within the Document Properties window. Add: you can now specify the size of the certificate key (in bits) to be created by NcSy...