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• What's the best C# recommendation engine or framework?

  - by cDima

  Is there anyway to use the examples for the "My Media" Microsoft research project? My Media is a "dynamic personalization and recommendation software framework toolkit" ( http://www.mymediaproject.org ), but out of the box it doesn't provide a sample database (only a LINQ-to-SQL .dbml schema), I don't believe it will be easy to re-create by hand. I was hoping to understand recommendation engines and machine learning with this C#/.Net as a testbed, but without a simple quick start or db it seems impractical. Any suggestions? (I guess it's time to switch to Java with Apache's Mahout, Weka or something similar?)

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• Discrete and Continuous Classifier on Sparse Data

  - by Chris S

  I'm trying to classify an example, which contains discrete and continuous features. Also, the example represents sparse data, so even though the system may have been trained on 100 features, the example may only have 12. What would be the best classifier algorithm to use to accomplish this? I've been looking at Bayes, Maxent, Decision Tree, and KNN, but I'm not sure any fit the bill exactly. The biggest sticking point I've found is that most implementations don't support sparse data sets and both discrete and continuous features. Can anyone recommend an algorithm and implementation (preferably in Python) that fits these criteria? Libraries I've looked at so far include: Orange (Mostly academic. Implementations not terribly efficient or practical.) NLTK (Also academic, although has a good Maxent implementation, but doesn't handle continuous features.) Weka (Still researching this. Seems to support a broad range of algorithms, but has poor documentation, so it's unclear what each implementation supports.)

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• Beginner's resources/introductions to classification algorithms.

  - by Dirk

  Hi, everybody. I am entirely new to the topic of classification algorithms, and need a few good pointers about where to start some "serious reading". I am right now in the process of finding out, whether machine learning and automated classification algorithms could be a worthwhile thing to add to some application of mine. I already scanned through "How to Solve It: Modern heuristics" by Z. Michalewicz and D. Fogel (in particular, the chapters about linear classifiers using neuronal networks), and on the practical side, I am currently looking through the WEKA toolkit source code. My next (planned) step would be to dive into the realm of Bayesian classification algorithms. Unfortunately, I am lacking a serious theoretical foundation in this area (let alone, having used it in any way as of yet), so any hints at where to look next would be appreciated; in particular, a good introduction of available classification algorithms would be helpful. Being more a craftsman and less a theoretician, the more practical, the better... Hints, anyone?

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• Inter-rater agreement (Fleiss' Kappa, Krippendorff's Alpha etc) Java API?

  - by adam

  I am working on building a Question Classification/Answering corpus as a part of my masters thesis. I'm looking at evaluating my expected answer type taxonomy with respect to inter-rater agreement/reliability, and I was wondering: Does anybody know of any decent (preferably free) Java API(s) that can do this? I'm reasonably certain all I need is Fleiss' Kappa and Krippendorff's Alpha at this point. Weka provides a kappa statistic in it's evaluation package, but I think it can only evaluate a classifier and I'm not at that stage yet (because I'm still building the data set and classes). Thanks.

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• Implementing Naïve Bayes algorithm in Java - Need some guidance

  - by techventure

  hello stackflow people As a School assignment i'm required to implement Naïve Bayes algorithm which i am intending to do in Java. In trying to understand how its done, i've read the book "Data Mining - Practical Machine Learning Tools and Techniques" which has a section on this topic but am still unsure on some primary points that are blocking my progress. Since i'm seeking guidance not solution in here, i'll tell you guys what i thinking in my head, what i think is the correct approach and in return ask for correction/guidance which will very much be appreciated. please note that i am an absolute beginner on Naïve Bayes algorithm, Data mining and in general programming so you might see stupid comments/calculations below: The training data set i'm given has 4 attributes/features that are numeric and normalized(in range[0 1]) using Weka (no missing values)and one nominal class(yes/no) 1) The data coming from a csv file is numeric HENCE * Given the attributes are numeric i use PDF (probability density function) formula. + To calculate the PDF in java i first separate the attributes based on whether they're in class yes or class no and hold them into different array (array class yes and array class no) + Then calculate the mean(sum of the values in row / number of values in that row) and standard divination for each of the 4 attributes (columns) of each class + Now to find PDF of a given value(n) i do (n-mean)^2/(2*SD^2), + Then to find P( yes | E) and P( no | E) i multiply the PDF value of all 4 given attributes and compare which is larger, which indicates the class it belongs to In temrs of Java, i'm using ArrayList of ArrayList and Double to store the attribute values. lastly i'm unsure how to to get new data? Should i ask for input file (like csv) or command prompt and ask for 4 values? I'll stop here for now (do have more questions) but I'm worried this won't get any responses given how long its got. I will really appreciate for those that give their time reading my problems and comment.

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• CodePlex Daily Summary for Sunday, March 21, 2010

  CodePlex Daily Summary for Sunday, March 21, 2010New ProjectsAdaptCMS: AdaptCMS is an open source CMS that is made for complete control of your website, easiness of use and easily adaptable to any type of website. It's...Aura: Aura is a application that calculates average color of desktop background image or whole screen and sets it as Aero Glass color.Boxee Launcher: Boxee Launcher is a simple Windows Media Center add-in that attempts to launch Boxee and manage the windows as seamlessly as possible.ClothingSMS: ClothingSMSEasySL3ColorPicker: Silverlight 3 color picker user control.Fluent Moq Builder: Gives a fluent interface to help with building complex mock objects with Moq, such as mocks of HttpContextBase for help in unit testing ASP.NET MVC.Folder Bookmarks: A simple folder/file bookmark manager. Simple and easy to use. No need to navigate large folder directories, just double-click the bookmark to open...GeocodeThe.Net: GeoCodeThe.Net seeks to promote geographic tagging for all content on the web. It is our belief that anything on the web can and should be geocoded...GNF: GNF is a open source WPF based GPS library controlsHKGolden Express: HKGolden Express is a web application to generate simplified layout of HKGolden forum. HKGolden Express is written in Java EE, it can be deployed o...Informant: Informant provides people with the desire to send mass SMS to specific groups with the ability to do so using Google Voice. Included with Informant...JSON Object Serializer .Net 1.1: JSON serializer is used to created javascript object notation strings. It was written in the .NET 1.1 framework, and has capabilities of serializ...LightWeight Application Server: LWAS aims to provide the means for non-technical developers using just a web browser to create data-centered applications from user interface desig...MicroHedge: Quant FiNerd Clock: NerdClock is my windows phone 7 test app. A clock for nerds, time reads in binary.PhotoHelper: PhotoHelper makes it easier to organize the photoes, if your photoes are put into different locations, but you think they are the same category, yo...Pylor: An ASP.NET MVC custom attribute that allows the configuration of role based security access rules with similar functionality to the System.Web.Mvc....radiogaga: Access an online data source of internet streaming media and present it using a mixed paradigm of embedded web browser and rich client functionalit...Register WCF LOB Adapter MSBuild Task: If you would like to use MSBuild to register a WCF LOB Adapter in a given server, the custom tasks: RegisterWCFLOBAdapter and UnregisterWCFLOBAdapt...Restart Explorer: Utility to start, stop and restart Windows Explorer.Silverlight 4 Netflix Browser: Demonstrates using a WCF Data Client in Silverlight 4 to browse movie titles with the Netflix OData API announced at MIX 10.trayTwittr: With trayTwittr you can easily update your Twitterstatus right from the Systray. The GUI is designed like the Notificationpanels in Windows 7 (e.g....Warensoft Socket Server: Warensoft Socket Server is a solo server, which never cares about the real logical business. While you could process your socket message with IronP...Weka - Message Serialization: Message serialization framework for .net, including Compact Framework.New Releases[Tool] Vczh Visual Studio UnitTest Coverage Analyzer: Coverage Analyzer (beta): Done features: Load Visual Studio Code Coverage XML File (get this file by clicking "Export Results" in "Test->Windows->Code Coverage Results" in V...Aura: Aura Beta 1: Initial releaseBoxee Launcher: BoxeeLauncher Release 1.0.1.0: BoxeeLauncher Release 1.0.1.0 is the initial, barely-tested release of this Windows Media Center add-in. It should work in Vista Media Center and 7...Controlled Vocabulary: 1.0.0.2: System Requirements Outlook 2007 / 2010 .Net Framework 3.5 Installation 1. Close Outlook (Use Task Manager to ensure no running instances in the b...CycleMania Starter Kit EAP - ASP.NET 4 Problem - Design - Solution: Cyclemania 0.08.33: removed ASP.NET Menu from admin module applied security role filtering to Dashboard panels/tabsDDDSample.Net: 0.7: This is the next major release of DDDSample. This time I give you 4 different versions of the application: Classic (vanilla) with synchronous inter...DirectoryInfoEx: DirectoryInfoEx 0.16: 03-14-10 Version 0.13 o Fixed FileSystemWaterEx ignore remove directory event. o Fixed Removed IDisposable ...Employee Scheduler: Employee Scheduler [2.6]: Fixed clear data methods to handle holiday modification Added buttons to allow holiday and add time exceptions Updated drag/drop and resize of holi...Enovatics Foundation Library: Enovatics Foundation Library V1.4: This version provides the following components : Strongly Typed cache management, CSV management Base classes for SQL Server data access laye...Fluent Moq Builder: Version 0.1: Intial release. Contains (incomplete) builders for HttpRequestBase, HttpContextBase and ControllerContext. Mock methods so far focus around request...Folder Bookmarks: Folder Bookmarks 1.4: This is the latest version of Folder Bookmarks (1.4). It has an installer - it will create a directory 'CPascoe' in My Documents. Once you have ex...Folder Bookmarks: Source Code: This has the all the code for Folder Bookmarks in a Text file.Genesis Smart Client Framework: Genesis Smart Client Framework v1.60.1024.1: This release features the first installer for the Genesis Smart Client Framework. The installer creates the database and set's up the Internet Info...HKGolden Express: HKGoldenExpress (Build 201003201725): New features: (None) Bug fix: (None) Improvements: Added <meta> tag to optimize screen layout for different screen size. Added drop-down li...Home Access Plus+: v3.1.5.0: Version 3.1.5.0 Release Change Log: Fixed CSS for My Computer in List View Ability to remember which view mode you have selected Added HA+ home...IT Tycoon: IT Tycoon 0.2.0: Started refactoring toward more formatted and documented code and XAML.JSON Object Serializer .Net 1.1: jsonSerializer: Basic jsonSerializer binary. Now only handles an object model using reflection. There's no optimization added to the codebase handling .Net Refle...LightWeight Application Server: 0.4.0: 2010-03-20 lwas 0.4.0 This release is intended for c# developers audience only. Developed with MS vWD 2008 Express with .NET 3.5 and writen in c#....Microsoft Dynamics CRM 4.0 Marketing List Member Importer: Nocelab ExcelAddin - Release 2.0: Release note: - new installation procedure - fix some bugs related with the import procedure - errors during the import are displayed in red bold ...MSBuild Mercurial Tasks: 0.2.1 Stable: This release realises the Scenario 2 and provides two MSBuild tasks: HgCommit and HgPush. This task allows to create a new changeset in the current...NetSockets: NetBox (Example): Example application using the NetSockets library.NetSockets: NetSockets: The NetSockets library (DLL)Open Dotnet CMS: Open Dotnet CMS 1.6.2: This release update Open Dotnet CMS Console which now uses the modulare client application framework provided by Viking.Windows.Form library. The ...Open Portal Foundation: Open Portal Foundation V1.4: This release updates templates and theming library, and templates are now thematizable. This release also provides a better sample site and online ...PHPWord: PHPWord 0.6.0 Beta: Changelog: Added support for hyperlinks (inserting and formatting) Added support for GD images (created by PHP) Added support for Full-Table-St...Plurk.NET API and Client Applications: Plurk API Component: Plurk API Component is a wrapper of Plurk HTTP API.Register WCF LOB Adapter MSBuild Task: Register WCF LOB Adapter MSBuild Task 1.0: Register WCF LOB Adapter MSBuild Task Version 1.0 For more information visit: http://whiteboardworks.com/2010/02/installing-wcf-lob-adapters-wit...SCSI Interface for Multimedia and Block Devices: Release 11 - Complete User-Friendly Burning App!: I made numerous internal and external changes in this release of the program, the most important ones of which are: An intermediate buffer to make ...SharePoint LogViewer: SharePoint LogViewer 1.5.2: This release has following improvements: Scroll position is maintained when log is refreshed Filtering/Sorting performance has been significantly ...ShellLight: ShellLight 0.2.0.0: This is the first feature complete and full functional version of ShellLight. It is still a very simple framework with a limited set of features, b...Silverlight Media Player (3.0): Silverlight Media Player v.02: Silverlight Media Player (2.0/3.0/4.0) major upgrade: initial settings and media elements are stored in external XML filesStardust: Stardust Binaries: Stardust BinariesToolkit.forasp.net Multipurpose Tools for Asp.net written in C#: Beta 1: Beta 1 of csToolkit.dllToolkitVB.net is a set of Multipurpose Tools for Asp.net written in VB: Beta 1: Beta 1 of ToolKitVB.dllTransparent Persistence.Net: TP.Net 0.1.1: This is a minor update that produces separate 2.0 and 3.5 builds. Additionally type to persistence store naming has been enhanced.VCC: Latest build, v2.1.30320.0: Automatic drop of latest buildVisual Studio DSite: Screen Capture Program (Visual C++ 2008): This screen capture program can capture the whole screen of your computer and save it in any picture format you want including gif, bmp, jpg and pn...WPF Dialogs: Version 0.1.3 for .Net 3.5: This is a special version of the "Version 0.1.3" for the .Net-framework 3.5. You can use these library like the .Net 4.0 version. The changes are o...Most Popular ProjectsMetaSharpSavvy DateTimeRawrWBFS ManagerSilverlight ToolkitASP.NET Ajax LibraryMicrosoft SQL Server Product Samples: DatabaseAJAX Control ToolkitLiveUpload to FacebookWindows Presentation Foundation (WPF)Most Active ProjectsLINQ to TwitterRawrOData SDK for PHPjQuery Library for SharePoint Web ServicesDirectQPHPExcelFarseer Physics Enginepatterns & practices – Enterprise LibraryBlogEngine.NETNB_Store - Free DotNetNuke Ecommerce Catalog Module

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