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.

50 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...

nice blog
android training in bangalore
ios training in bangalore
machine learning online training

Unknown said...

useful blog
python interview questions
cognos interview questions
perl interview questions
vlsi interview questions
web api interview questions
msbi interview questions

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...

sap bi interview questions
hive interview questions
seo interview questions
as400 interview questions
wordpress interview questions
accounting interview questions
basic accounting and financial 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

bhuvi said...

aws training in bangalore

artificial intelligence training in bangalore

machine learning training in bangalore

blockchain training in bangalore

iot training in bangalore

artificial intelligence certification

artificial intelligence certification

Yunita Puspita said...

RaksasaPoker Agen Domino Server Terbaru dan BandarQ Terpercaya Indonesia
Website Judi Online Yang memberikan Pelayanan Terbaik dan mempunyai Server Yang Berkualitas Di Dalam Permainan Asli tanpa Robot Ataupun Admin Ikut Serta Bermain Serta Memberikan Kemudahan Dalam Melakukan Proses Transaksi Deposit Dan Wirthdaw Hanya 2 Menit Dana Anda Pasti Sudah Di Proses.

BandarQ

Domino99

Capsa

Agen Poker

Agen Domino99

Agen Capsa

Gabung Sekarang Juga Dan Dapatkan Ratusan Juta Bersama Kami

basha said...

Excellent blog I visit this blog it's really awesome. The important thing is that in this blog content written clearly and understandable. The content of information is very informative.
oracle fusion financials classroom training
Workday HCM Online Training
Oracle Fusion Financials Online Training
Oracle Fusion HCM Online Training
Oracle Fusion SCM Online Training
Oracle Fusion HCM Classroom Training

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

john said...

Great Article
IEEE final year projects on machine learning


JavaScript Training in Chennai

Final Year Project Centers in Chennai



JavaScript Training in Chennai

john said...



Great Article
IEEE final year projects on machine learning


JavaScript Training in Chennai

Final Year Project Centers in Chennai



JavaScript Training in Chennai

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

75 Farm Cannabis Specialists MARLEY NATURAL said...

we have a wide range of medical signatures
just take a sec and visit us with or without prescription, and you shall be served accordingly
Buy Promethazine codeine online
Order Biotropin Online
Order Adderrall Online Without Prescription
Buy sibutramine online
buy Nembutal sodium online


buy dexedrine online
buy vyvanse online
buy methadone online
buy Nembutal sodium online
buy opana online
buy cheap ambien online
buy max performer sex pills
buy anavar online

buy amytal sodium online
buy cheap ambien
buy ephedrine crystals
fentanyl actiq
fentanyl patches


buy amytal sodium online
changa
mdma pills
buy changa dmt online
buy morning glory seeds
buy ibogaine
Ayahuasca
buy mescaline
buy Penis envy
Penis envy mushrooms
Golden teacher mushrooms
mescaline drug for sale
buy liberty cap mushrooms
liquid lsd
buy lsd liquid
what is dmt
what is lsd
buy albino penis envy
what is penis envy
buy kratom near me
buy kratom powder
buy kratom
buy liquid lsd online
buy dmt online
buy pills online
changa dmt
penis envy mushrooms
lsd for sale
dmt trip
ayahuasca tea
kentucky ayahuasca tea
iboga
ecstacy
molly




Email Us

Wickr: walkerpeac

Anonymous said...

python training in bangalore | python online training
aws training in Bangalore | aws online training
artificial intelligence training in bangalore | artificial intelligence online training
data science training in bangalore | data science online training
machine learning training in bangalore | machine learning online training




UplayOnline said...

ยินดีต้อนรับสู่ UPLAY365.COM เว็บพนันออนไลน์ All In One ที่รวมเว็บพนันออนไลน์อันดับ 1 ไว้ที่เดียวกันมากที่สุด ไม่ว่าจะเป็น เกมส์ไพ่ ที่เป็นที่นิยม เช่นบาคาร่า แบล็คแจ็ค เสือมังกร หรือจะเป็น รูเล็ต สล็อตออนไลน์ คีโน โป๊กเกอร์ forex ไก่ชน เกมส์ยิงปลา แทงบอล แทงบาส เทนนิส ESPORT แทงมวยไทย และอื่นๆอีกมากมาย พร้อมเทคโนโลยีชั้นนำจากผู้ผลิตซอฟต์แวร์เกมส์ระดับโลก ความน่าเชื่อถือได้มาเป็นอันดับ 1 สามารถเล่นได้ทั้งบนคอมพิวเตอร์ , มือถือ ระบบ android และ IOS *คาสิโนออนไลน์ : สามารถเลือกเล่นกับคาสิโนชั้นนำดังนี้ SexyBaccarat, AG Casino, GOLD Casino, SA Casino, W88 Casino, D88 Casino, WM Casino, GD Casino เป็นต้น *แทงบอล : U กีฬา (U SPORTS) , S กีฬา (S SPORTS) มั่นใจได้เลยว่า อัตราการจ่ายค่าน้ำดีที่สุดต้อง uplay365 เหมาะสำหรับทั้งนักพนันมืออาชีพและ มือใหม่ โดยทางเรามีพนักงานคอยสอนเรื่องการแทงบอลเบื้องต้น แทงง่าย อัตราจ่ายดี *สล็อตออนไลน์ ,เกมส์ยิงปลา : JOKER123,PLAYTECH และอื่นๆ อีกมากมาย ทั้งหมดนี้ สามารถเล่นได้ใน 1 ยูสเซอร์เท่านั้น สนใจสมัครสมาชิกรับเครดิตฟรี สามารถสมัครได้ตนเองที่หน้าเว็บ หรือติดต่อ Callcenter โดย ทางเรามีพนักงานไว้บริการและแก้ปัญหา ตลอด 24 ชั่วโมง สอบถามข้อมูลเพิ่มเติมได้กับแอดมินได้ตลอด 24 ชม.ค่ะ

WM Casino
W88

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

Alex 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

Peaceful Euthanasia said...

Whatsapp: +1 (612) 4700-476) # Buy Nembutal Pills online ,

Online Nembutal , Nembutal Oral For Sale , Nembutal Sodium Online . Contact Email : Onlinepharmaceautical@gmail.com
https://alphapharmaceuticalsstore.com/product-category/nembutal/
Pentobarbital Online ,
WhatsApp Contact: +1 (612) 4700-476)

Buy pseudoephedrine,
pseudoephedrine hcl tablets for sale online,
pseudoephedrine tablets for sale ,
50 Mg of Ephedrine,
Decongestant Ephedrine Hydrochloride,
ephedra,
Ephedra Drug,
Ephedra Pills 25 Mg,
Ephedrine 10 Mg,
Ephedrine 30 Mg Amp,
Ephedrine 50mg,
Ephedrine 5Mg,
Ephedrine 8Mg Canada,
Ephedrine ,
Buy Ephedrine for sale ,
Buy Ketamine online ,
20 mg ketamine powder side effects,
Buy Ketamine hydrochloride Online,
Buy Ketamine Online,
buy ketamine powder,
buy ketamine powder online,
how to buy ketamine powder,
how to make ketamine powder,
NEMBUTAL ORAL LIQUID FOR SALE,
Buy Nembutal Pills online,
Buy Nembutal Powder online,
Buy lethal injections,
Buy Nembutal (Pentobarbital) online,
Buy Nembutal (Pentobarbital) pills,
Buy nembutal mexico Our Nembutal (Pentobarbital Sodium),
Buy Nembutal Online,
alpha pharmacy nembutal oral solution,
Buy Nembutal (Pentobarbital) online,
Buy Nembutal (Pentobarbital) pills,
buy nembutal at alpha pharmaceuticals online store,
Buy nembutal mexico Our Nembutal (Pentobarbital Sodium),
Buy Nembutal Online, Buy Nembutal Powder,
Buy Nembutal Powder online, Buy Nembutal Tablets,
Buy Pentobarbital Sodium Online,
Buy Seconal Sodium,
Hong Kong Nembutal,
nembutal,
nembutal oral solution,
nembutal oral solution from alpha pharmacy,
nembutal powder,
Nembutal powder for sale,
Nembutal solution sodium (by injection),
Online Nembutal Pharmacy,
Where to Order Nembutal Online,
Buy Nembutal Online,
how can i order nembutal,
nembutal for sale online,
nembutal oral solution,
nembutal pentobarbital for sale online,
nembutal pentobarbital sodium,
nembutal solution,
Order Nembutal Online,
We sell the best quality nembutal online,
where can i buy nembutal,
where to buy nembutal,
NEMBUTAL ORAL LIQUID FOR SALE,
Nembutal Liquid,
Furanyl Fentanyl Powder,
Nembutal Powder,
Nembutal Injections,
Secobarbital Sodium,
Nembutal Capsules,

https://alphapharmaceuticalsstore.com/product/buy-nembutal-oral-liquid-online/

WhatsApp Contact: +1 (612) 4700-476)

https://alphapharmaceuticalsstore.com/

Contact Email : Onlinepharmaceautical@gmail.com

https://alphapharmaceuticalsstore.com/product/buy-nembutal-pills-online/

https://alphapharmaceuticalsstore.com/product/buy-nembutal-powder-online/

https://alphapharmaceuticalsstore.com/product-category/ketamine/

https://alphapharmaceuticalsstore.com/product/buy-pseudoephedrine-pills-online/

https://alphapharmaceuticalsstore.com/product/buy-ephedrine-for-sale/

Nembutal online

Nembutal online

NEMBUTAL LIQUID

Nembutal online

Nembutal Powder

Nembutal Powder

Buy Ketamine online

PSEUDOEPHEDRINE HCL

Buy Pentobarbital in Mexico, 
Where Can I Buy Nembutal, 
Buy Nembutal Pentobarbital, 
Pentobarbital Online ,
Nembutal Pentobarbital Online ,
Buy Nembutal Pentobarbital Online ,
Buy Pentobarbital online,
Buy Nembutal Online ,
Sodium Suicide ,
Nembutal pentobarbital Sodium ,

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

williams said...

Snapchat Mod APK is the modified version of Gloud Games, which provides you unlimited Time, Currency and Credits Without Any Problem and Promotion.
h
https://apkmodule.com/snapchat-mod-apk//

tomjony said...

Hi There,
Thank you for sharing the knowledgeable blog with us I hope that you will post many more blog with us:-
Buy Nembutal Powder Online, it is used by certain overweight people, such as those who are obese or have weight-related medical problems.

Contact Us
Phone: +1 719 283 9078
Email: sales@globalpillshop.com

Click here for more information:-
MORE DETAILS......

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!

GOSTOPSITE33 said...

This website is known as a stroll-via for all of the information you needed about this and didn't know who to ask. Glimpse right here, and also you'll definitely uncover it.
고스톱

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

GUIDE1903 said...

Hi there! I just want to give an enormous thumbs up for the good info you will have right here on this post. I might be coming back to your weblog for extra soon.
일본야동

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

LSD FOR Sell said...

Psychedelic is a relating or denoting drug (especially LSD) that produces hallucinations and apparent expansion of consciousness.

Psychedelic therapy is a technique that involves the use of psychedelic substances to aid the therapeutic process.

Lsd for sale

alsjani said...

The Best Apps and Games For Android ·http://doramasmp4.me/

POT CITY HERBS said...

CBD oil can describe as a product derived from Cannabis. It’s a cannabinoid; the chemical compounds naturally present inside marijuana seeds. Although it’s derived from marijuana, CBD does not cause a “high” effect or any intoxication caused by another cannabinoid called THC . IMPORTANCE & BENEFITS OF CBD OIL CBD might be able to assist you in managing anxiety. Researchers think that reliable Sources could alter how your brain’s receptors react to serotonin, a substance associated with mental well-being. Receptors are tiny proteins that attach to cells.

alsjani said...

The Best Apps and Games For Android •https://apkbaloch.com/

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

gourideb said...

Great beat ! I wish to apprentice while you amend your web site, how can i subscribe for a blog website?
The account helped me a acceptable deal. I had been a little bit acquainted of
this your broadcast offered bright clear concept
english stories english short stories with moral value What is the factorial of 100

Christopher said...

Huuge Casino mod apk
Slots also allows players to compete with one another in leagues, join various clubs.

메이저사이트 said...

It's very interesting. And it's fun. This is a timeless article. I also write articles related to , and I run a community related to 메이저사이트. For more information, please feel free to visit !!

카지노먹튀 said...

is still among the leading topics of our time. I appreciate your post and look forward to more. 카지노먹튀

먹튀검증 said...

It s my great luck to find this place. I ll visit today and tomorrow. Thank you. 먹튀검증

먹튀검증사이트 said...

Appreciate it for this post, I am a big fan of this website would like to keep updated. 먹튀검증사이트

Christopher 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.