Friday, April 29, 2011

Another ML blog

I just noticed that Justin Domke has a blog --

He's one of the strongest researchers in the field of graphical models. I first came across his dissertation when looking for a way to improve loopy-Belief Propagation based training. His thesis gives one such idea -- instead of maximizing the fit of an intractable model, and using BP as intermediate step, maximize the fit of BP marginals directly. This makes sense since approximate (BP-based) marginals are what you ultimately use.

If you run BP for k steps, then likelihood of the BP-approximated model is tractable to minimize -- calculation of gradient is very similar to k steps of loopy BP. I derived formulas for gradient of "BP-approximated likelihood" in equations 17-21 in this note. It looks a bit complicated in my notation, but derivation is basically an application of chain rule to BP-marginal, which is a composition of k-steps of BP update formula.

41 comments:

Anonymous said...

when there is so much hustle among social networking sites, here you get the best, the best working hack for snapchat hack. Now anyone can hack any snapchat account live in seconds. I really loved this snapchat hack, as now its very simple for me to hack any snap chat account. Its working hack for snapchat. I really wondered to get snapchat password hack and I got it lastly on this website. It works with charm and now I am able to hack any snapchat online. I would really be thankful to the mentioned website which helped me in doing so. If you really desire to hack snapchat of your kids, Visit the snaphack generator on the mentioned website, and generate the hack for any snapchat account just by feeding the user name. Visit to explore the snapchat account of your kids and keep track of their daily activity.

Sushant raj said...

We know the way to get the how to hack someones snapchat online.

Unknown said...

laravel interview questions
aem interview questions
salesforce interview questions
oops abab interview questions
itil interview questions
informatica interview questions
extjs interview questions

Unknown said...

Currently Python is the most popular Language in IT. Python adopted as a language of choice for almost all the domain in IT including Web Development, Cloud Computing (AWS, OpenStack, VMware, Google Cloud, etc.. ),Read More

myTectra the Market Leader in Artificial intelligence training in Bangalore
myTectra offers Artificial intelligence training in Bangalore using Class Room. myTectra offers Live Online Design Patterns Training Globally.Read More


myTectra the Market Leader in Machine Learning Training in Bangalore myTectra offers Machine Learning Training in Bangalore using Class Room. myTectra offers Live Online Machine Learning Training Globally. Read More

remo said...

THANKS FOR THE INFORMATION....
Digital Marketing Internship Program in BangaloreDigital Marketing Internship Program in Bangalore

draj said...


Excellent machine learning blog,thanks for sharing...
Seo Internship in Bangalore
Smo Internship in Bangalore
Digital Marketing Internship Program in Bangalore

Anonymous said...


Hello, o you know that the best way to boost your brain is
visiting or contacting us


https://weiiitrading.com/our-products/moonrock-carts/buy-empty-moonrock-clear-vape-cartridges-blue-carts-dr-zodiak-atomizers-with-flavor-box-packaging/

https://weiiitrading.com/our-products/heavy-hitters-carts/buy-wholesale-new-heavy-hitter-vape-cartridges-1-0ml-ceramic-coil-empty-tank-carts-510-thread-thick-oil-atomizer/

https://weiiitrading.com/our-products/juul-carts/buy-hot-empty-ceramic-pod-disassembled-cartridges-0-7ml-1-0ml-vape-pod-carts-for-vape-juul-vape-pen-start-kit-top-quality/

https://weiiitrading.com/our-products/mario-carts/buy-peaches-and-dream/

https://weiiitrading.com/our-products/heavy-hitters-carts/buy-bubba-kush-cartridge-2-2g/

https://weiiitrading.com/our-products/mario-carts/buy-thin-mint-cookies/



Pila Brass Knuckles Online for sale online,

where to buy Buy Pila Brass Knuckles Online

buy valley online cartridge

buy space candy online

buy cannabis syrup online

buy botox online

cannabis bread

uk chese

47 dank vapewhite fire og

buy moonrock



Email Us

Contact: +1 619-537-6734

Anonymous said...


Hello, o you know that the best way to boost your brain is
visiting or contacting us


https://weiiitrading.com/our-products/moonrock-carts/buy-empty-moonrock-clear-vape-cartridges-blue-carts-dr-zodiak-atomizers-with-flavor-box-packaging/

https://weiiitrading.com/our-products/heavy-hitters-carts/buy-wholesale-new-heavy-hitter-vape-cartridges-1-0ml-ceramic-coil-empty-tank-carts-510-thread-thick-oil-atomizer/

https://weiiitrading.com/our-products/juul-carts/buy-hot-empty-ceramic-pod-disassembled-cartridges-0-7ml-1-0ml-vape-pod-carts-for-vape-juul-vape-pen-start-kit-top-quality/

https://weiiitrading.com/our-products/mario-carts/buy-peaches-and-dream/

https://weiiitrading.com/our-products/heavy-hitters-carts/buy-bubba-kush-cartridge-2-2g/

https://weiiitrading.com/our-products/mario-carts/buy-thin-mint-cookies/



Pila Brass Knuckles Online for sale online,

where to buy Buy Pila Brass Knuckles Online

buy valley online cartridge

buy space candy online

buy cannabis syrup online

buy botox online

cannabis bread

uk chese

47 dank vapewhite fire og

buy moonrock



Email Us

Contact: +1 619-537-6734

Anonymous said...

You have setup a great website which i like it a lot.I must say you have work hard in making this website which is appreciable.
seo training course at affordable rates

Anonymous said...

Great to read such an article, you have shared content which is unique and easy to understand. Keep sharing more articles.
Best social media marketing service

Anonymous said...

Great article, I wish more authors of this type of content would take the time you did to research and write so well.
Best Amazon VA Training

Max said...

You’ve got some interesting points in this article. I would have never considered any of these if I didn’t come across this. burgers in lahore

blog new said...

Thank you for your great shear. Your blog is really awesome. I am very happy to see this. It is totally useful for me. Once again thanks for sharing.
Custom Printed Wholesale cosmetic boxes

sportstoto.link said...

Its blog gives information from other people very well I am impressed with its information and the information is very nice. 토토

uzmasurwat said...

The information displayed here is pretty informative.
But Do you keep knowledge about today's happening with teens,
Snapchat and its hacking?
Do you want to check if your Snapchat has been hacked?
Are you willing to discover how you can build an unsurpassable barrier to avoid Snapchat hacking from
those despicable hackers? Well then, you are just in the right place to back yourself up!

TOTOSITEWEB33 said...

I am extremely impressed with your writing skills and also with the layout on your blog.
Is this a paid theme or did you modify it yourself?
Anyway keep up the nice quality writing, it’s rare to see a nice blog like this one today.
스포츠토토

TOTOSAFEDB33 said...

Fantastic beat ! I wish to apprentice at the same time as you amend your website, how can i subscribe for a blog site? The account helped me a appropriate deal. I had been tiny bit familiar of this your broadcast provided shiny clear concept.
토토사이트

xzxsdca said...

The Best Apps and Games For Android ·https://apkmiz.com/hardees-kuwait-mod-apk-%d9%87%d8%a7%d8%b1%d8%af%d9%8a%d8%b2-%d8%a7%d9%84%d9%83%d9%88%d9%8a%d8%aa-android-download/

alsjani said...

https://apkbaloch.com/need-for-speed-no-limits-mod-apk-latest-version/

Aaasdsd said...

Lista seriale turcesti subtitrat in Romana available on Clicksud. Get the latest updates of seriale turcesti subtitrat in Romana freely on our website.

racesite.pro said...

I really appreciate the kind of topics you post here. Thanks for sharing us a piece of great information that is actually helpful. Good day! 온라인경마

reelgame.site said...

Greetings! Very helpful advice in this particular post! It is the little changes that produce the biggest changes. Thanks a lot for sharing! 슬롯머신

totosite365.info said...

It is extremely nice to see the greatest details presented in an easy and understanding manner
토토

Ryan_Bray said...

pou mod apk provides various unique and unlimited features. Click download to install the latest version of the game to amuse yourself with Pou.

kissasianshow.com said...

here you can Kissasian dramas

jack said...

Thanks for sharing this great post ! A very informative and fantastic article. Hats off to you Great job
White Coreless Toilet Roll

Steve Smith said...

Fantastic blog ! Very well describe article the content use in it is outstanding. Keep sharing well done...
Decorate your room with wooden photo frames

Steve Smith said...

Fantastic blog ! Very well describe article the content use in it is superb. Keep sharing well done...
Call here

Anonymous said...

Very much pleased with the contents you have mentioned. I wanted to thank you for this great article.

Stylish polo shirts workwear

Anonymous said...

Excellent inspiring blog. I'm genuinely inspired your work and prefer your writing abilities. Waiting for more posts.

Best Bomber jackets sale

Lahore Medicare said...

You did a creative work.Your post are very informative and interesting.
firmware engineering

Anonymous said...

جامعة أطلس - الجامعات الخاصة في تركيا
Speed Test
website hosting in iraq

wood said...

This post so nice . i am will be back your post !
himalayan shilajit

Vairt.com said...

Your blog is really awesome its really great, your way of working is good, I am impressed, thank you and waiting for your next post.
Best Tarpaulins

Anonymous said...

Create eye-catching videos with smooth effects using alight motion. Learn how to use chroma key, add graphics, animate text, and more with this top video editing app for mobile devices.

Anonymous said...

The Best capcut Features for Creating Viral Content. Discover how CapCut's green screen, filters, subtitles, and other features can help you make videos that pop and get widely shared online.

Anonymous said...

capcut has become a go-to for influencers and social media creators. Discover how to edit Instagram and TikTok-style videos using CapCut's user-friendly interface.

Anonymous said...

Looking for your next binge watch? This blog post runs down the most addictive and talked-about desi serials Click here for an overview of these gripping shows and what makes them a cultural phenomenon.

Anonymous said...


desi serialshave become a staple of South Asian television. Learn what sets these melodramatic, family-focused Indian shows apart and why viewers can't get enough of them.

Anonymous said...

doramasflix is the ultimate streaming destination for fans of Asian entertainment. Enjoy unlimited access to popular Korean dramas, classic Japanese films, Taiwanese rom-coms, and much more. The binge starts here.

Wowimprints said...

I have bookmarked it and I am looking forward to reading new articles. Keep up the good work! Custom Stretch Table Covers