Java Bayesian

Grok Headline matches for Java Bayesian

Bayesian Network Classifiers in Java

Bayesian Network Classifiers in Java 06/10/2004 10:07 PM
JavaBayes v.0346.1

Bayesian Aggregator

Bayesian Aggregator 12/02/2003 08:47 AM
In a comment, Kevin Jordan writes: 348North News is a normal aggregator in much of the way you think of it. However, it allows me to identify keywords or themes that it puts together into phrases — and then matches up the phrases with like articles. Like a cross between Google News and Daypop (but that makes it sound much more complex than it is). If you want to see an "interests" based summary for me, check out the Phrase Index. I use fairly general keywords so as not to miss out on the future items. I haven't tried...

Bayesian Filter Library

Bayesian Filter Library 03/13/2003 11:34 AM
0.1.0alpha release

Working with Bayesian Categorizers

Working with Bayesian Categorizers 11/19/2003 08:11 PM
Bayesian classification has proved a powerful weapon against spam. Jon Udell tries to find out whether it can be put to use in other spheres of content categorization.

Bayesian Aggregation, Part II

Bayesian Aggregation, Part II 02/23/2003 05:22 PM
iFile finally classified something as belonging on my weblog, but I have no idea why... Justin Rudd's Busy weekend complicated...

Working with Bayesian categorizers

Working with Bayesian categorizers 12/02/2003 01:38 AM

There's been some discussion in the blog world about using a Bayesian categorizer to enable a person to discriminate along various interest/non-interest axes. I took a run at this recently and, although my experiments haven't been wildly successful, I want to report them because I think the idea may have merit. [Full story: O'Reilly Network: Working with Bayesian Categorizers]

This month's O'Reilly Network column was a struggle because categorization itself is a struggle. I remain convinced that the automated classifiers that are doing such a good job beating back the tide of spam will also turn out to be more generally useful. But finding the right synergy between an automated assistant and a human overseer is a subtle and tricky thing. ...

Bayesian Aggregation, Part I

Bayesian Aggregation, Part I 02/14/2003 03:23 PM
On Monday I configured Scenario 3 of my Bayesian Aggregation experiment, building a "good" corpus of my weblog entries and...

Subconsciously, People may be Bayesian

Subconsciously, People may be Bayesian 01/22/2004 02:48 AM
DAVID LEONHARDT writes in a NY Times article about people playing the odds of everyday life with Bayesian Analysis. He describes new research, recently published in Nature, "which stands out because it offers a detailed window into how the Bayesian thought process works, showing the point when uncertainty becomes great enough to give past experience an edge over current observation." Bayesian Analysis, among researchers, is "the combining of new information with conventional wisdom." I do agree about their reliance on past observations, but I believe that they have underestimated the role of future orientation in the whole mix of decision making.

Bayesian Noise Reduction Library 1.2

Bayesian Noise Reduction Library 1.2 07/26/2004 10:38 AM
An implementation of the Bayesian Noise Reduction algorithm.

Bayesian Noise Reduction Library 2.0.0

Bayesian Noise Reduction Library 2.0.0 12/28/2004 11:39 PM
An implementation of the Bayesian Noise Reduction algorithm.

E-texts used against Bayesian
spam-filters

E-texts used against Bayesian
spam-filters 12/02/2003 07:37 AM
Bayesian anti-spam filters count word-frequency in suspect and compare the results to profiles of word-frequency in spam and ham. Defeating this requires that your spam include a lot of natural human prose. So spammers have started to mine the Gutenberg Project and other sources of human-generated ASCII and dumping random hunks of literature into their messages to get around the filters.

Blogger and journalist Clive Thompson found an excerpt from Chapter 20 of The Master Key by Wizard of Oz author L Frank Baum in a message that had as its subject line "the big unit" (no prizes for guessing what the rest of it was hawking).

Link

Bayesian Noise Reduction Library 1.0.0

Bayesian Noise Reduction Library 1.0.0 07/22/2004 12:49 PM
An implementation of the Bayesian Noise Reduction algorithm.

Implement Bayesian inference using PHP,
Part 1

Implement Bayesian inference using PHP,
Part 1 04/09/2004 04:05 PM
This article discusses how Bayesian inference can be used to build an online PHP-based wizard that guides a user through the process making a medical diagnosis. This three-part series features interesting applications designed to help you appreciate the power and potential of Bayesian inference concepts.

IBM DeveloperWorks: Bayesian Inference,
Part 3

IBM DeveloperWorks: Bayesian Inference,
Part 3 05/12/2004 08:28 AM
In a new submission from Paul Meagher, he lets us know that the third part of his series has been posted - Im plement Bayesian inference using PHP: Part 3.

IBM DeveloperWorks: Bayesian Inference,
Part 2

IBM DeveloperWorks: Bayesian Inference,
Part 2 04/14/2004 07:45 AM
Paul Meagher wrote in this morning to tell us about Part Two of his Ba yesian inference using PHP article series.

Bayesian Noise Reduction Library 2.0.2

Bayesian Noise Reduction Library 2.0.2 01/02/2005 04:17 AM
An implementation of the Bayesian Noise Reduction algorithm.

octo's bayesian mail filter 0.05

octo's bayesian mail filter 0.05 12/21/2003 08:25 PM
A multi-user spam filter with a database backend.

Bayesian spam filtering for the masses

Bayesian spam filtering for the masses 10/30/2003 11:59 PM
Spam, or unsolicited commercial e-mail, is now a sad part of everyday life online. Research companies estimate that more than 50% of the worldwide e-mail traffic is spam. As a result, it's becoming constantly more difficult and time-consuming to sort out legitimate e-mails from the deluge of commercial messages we're being flooded with. But there are ways to fight back. In this series, we'll walk through choosing and setting up a highly effective package for screening out spam.

Devshed: Implement Bayesian Inference
with PHP

Devshed: Implement Bayesian Inference
with PHP 01/06/2005 09:24 AM
DevShed has a new article posted today for all of those interested in a better way to filter out information/spam messages from your data - Implement Bayesian inference using PHP, Part 1 .

Bayesian decision-making rules our
unconscious

Bayesian decision-making rules our
unconscious 01/22/2004 02:47 AM
Bayesian statistical modelling is a tool used to compare new events to past experience, something useful for applications as diverse as predicting whether a message is spam and whether a Web-page is relevant to a given subject. New research indicates that we do a lot of Bayesian comparisons in our heads, particularily when engaged in athletic tasks:

"Most decisions in our lives are done in the presence of uncertainty," Dr. Körding said. "In all these cases, the prior knowledge we have can be very helpful. If the brain works in the Bayesian way, it would optimally use the prior knowledge."

The researchers drew the analogy to tennis in their paper, and it is not the first study to suggest that athletes have a more sophisticated understanding of mathematics than even they may realize.

Link (via K5)

bogofilter -- Fast Bayesian Spam Filter

bogofilter -- Fast Bayesian Spam Filter 03/16/2003 01:31 PM
bogofilter-0.11.1.3 - new stable release

Bayesian Pattern Filtering Library
0.1.0alpha

Bayesian Pattern Filtering Library
0.1.0alpha 03/13/2003 06:02 PM
A C++ library for building Bayesian Filters.

SpamProbe - fast bayesian spam filter

SpamProbe - fast bayesian spam filter 03/27/2005 10:08 AM
spamprobe-1.1x6 released

Bitflux Blog: PHP Naive Bayesian Filter

Bitflux Blog: PHP Naive Bayesian Filter 03/31/2005 09:56 AM
On the Bitflux Blog today (Christian Stocker) there's a posting about a simple, easy-to-implement n aive PHP Bayesian filter.

"Spammers use text from novels to fool
Bayesian filters"

"Spammers use text from novels to fool
Bayesian filters" 12/03/2003 09:47 PM

Bayesian spam rumination: when
word-frequency-histograms attack!

Bayesian spam rumination: when
word-frequency-histograms attack! 06/29/2004 10:40 AM
Ed Felten has posted an intriguing rumination on the possible failure modes of Bayesian spam-filtering -- filtering that uses word-frequency statistics to classify email as spam or ham. As Ed points out, Bayesian filters are trained by the spammers, who, by choosing the vocabulary of their messages carefully, can make messages containing certain words or phrases undeliverable on the Internet.

Now suppose a big spammer wanted to poison a particular word, so that messages containing that word would be (mis)classified as spam. The spammer could sprinkle the target word throughout the word salad in his outgoing spam messages. When users classified those messages as spam, the targeted word would develop a negative score in the users' Bayesian spam filters. Later, messages with the targeted word would likely be mistaken for spam.

This attack could even be carried out against a particular targeted user. By feeding that user a steady diet of spam (or pseudo-spam) containing the target word, a malicious person could build up a highly negative score for that word in the targeted user's filter.

Link

Luxor Beta 5 released - GPL'ed Java XUL
toolkit (Java Lobby)

Luxor Beta 5 released - GPL'ed Java XUL
toolkit (Java Lobby) 07/03/2002 08:16 PM

Apple offers Java 3D and Java Advanced
Imaging Update

Apple offers Java 3D and Java Advanced
Imaging Update 12/18/2003 10:36 AM
Apple has posted Java 3D and Java Advanced Imaging Update, a software update aimed at users of Mac OS X v10.3.1 and Java 1.4.1 or higher. The new update is available as a 9.5MB download from Apple's Web site.

Apple releases Java 3D, Java Advanced
Imaging update

Apple releases Java 3D, Java Advanced
Imaging update 12/18/2003 10:39 AM
Apple has released a Java 3D and Java Advanced Imaging update, which contains support for the two technologies...

Critical Java Bug Targets Java Virtual
Machine

Critical Java Bug Targets Java Virtual
Machine 01/06/2005 12:02 PM

Quest For "Unbreakable Java" Unites ABAP
& Java

Quest For "Unbreakable Java" Unites ABAP
& Java 01/03/2005 12:11 PM

Sun renamed Java 1.5 to Java 2 Platform
Standard Edition 5.0

Sun renamed Java 1.5 to Java 2 Platform
Standard Edition 5.0 06/28/2004 07:54 PM
Across the street, Sun renamed Java 1.5 to Java 2 Platform Standard Edition 5.0. Who comes up with this stuff?

Book review: Java & XML Data Binding
(Java Pro)

Book review: Java & XML Data Binding
(Java Pro) 08/26/2002 08:32 AM

BlackJack for Java: A Java/Swing Oddessy

BlackJack for Java: A Java/Swing Oddessy 04/30/2004 06:19 AM
Texas Holdem

Java 3D and Java Advanced Imaging Update
1.0

Java 3D and Java Advanced Imaging Update
1.0 12/17/2003 09:38 PM
Extends the Java platform, providing additional capabilities for running three-dimensional graphics and more.

Java 3D and Java Advanced Imaging Update

Java 3D and Java Advanced Imaging Update 12/18/2003 05:48 AM
Apple has also released Java 3D and Java Advanced Imaging Update. This update contains support for Java3D and Java Advanced Imaging. Java 3D ext...

java.util.concurrent for Java 1.4

java.util.concurrent for Java 1.4 12/19/2004 03:06 PM

One of the shiniest new feature of Java 5.0 (aka Java 1.5) is a rich set of concurrent programming classes in java.util.concurrent (aka JSR 166), much of which is a direct port of Doug Lea's Concurrent Programming in Java library.  Since I don't have the luxury of using Java 5.0 yet, I've resorted to using Doug's original library which is, for the most part, functionally equivalent to java.util.concurrent but not close enough for comfort, particularly since concurrency code tend to be very sensitive to minor changes.

The good news is that Dawid Kurzyniec backported java.util.concurrent package to run under Java 1.4 and made it available as open source.  Apparently Sun is letting this happen because it's own code is based on Doug's open source library.

There are some shortcomings but nothing much to cry over.  My only complaint is that it doesn't use the java.util.concurrent package name which means I'll have to update the package names later (simple but still change nonetheless).  But that I can see the technical and legal issues preventing that from happening.  I am just glad someone did this.

Java 1.4.2 Update Removes Java SDK

Java 1.4.2 Update Removes Java SDK 02/10/2004 02:49 AM
If you previously had Java 1.4.1 and the Java SDK installed, the new Java 1.4.2 update from apple will upgrade the Java runtime to 1.4.2, but will remove the previous 1.4.1 Java runtime and SDK without upgrading the JDK. To build Java packages in Fink you will need to go to connect.apple.com and download the Java 1.4.2 SDK (free registration required).

XCode Forums - Cocoa Cocoa-Java Carbon
Java AppleScript

XCode Forums - Cocoa Cocoa-Java Carbon
Java AppleScript 06/24/2004 02:52 PM
General XCode Discussion, Project Discussion, Compatibility, Deployment, The Showroom. Languages: Cocoa, Cocoa-Java, Carbon, AppleScript, Java. Additional Topics: Graphics and Gaming, Interface Development
Grok Description matches for Java Bayesian
GrokA matches for Java Bayesian

Java Bayesian

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