Xavier Amatriain

From Barcelona to the Valley...
always on the red pill


I am a Computer Science researcher, manager, and technology geek. I am best known for my work on Recommender Systems and Machine Learning, but I have also worked on Multimedia and Signal Processing in the past (see my Publications for more details). I am currently working for Netflix as a Research/Engineering Director. I have a PhD on Computer Science and a degree in Telecommunications Engineering (roughly equivalent to ECE in the US). Before that, I was a Research Scientist at Telefonica. I also spent two years at UCSB working as the Technical Director of the Allosphere project (See my LinkedIn profile for more details on my positions). I now live in Los Gatos, CA, with my wife Natalia and our two wonderful children Aitor and Adriana. I am originally from Barcelona, and I am a big F.C. Barcelona fan.




/*********************************
*       Dr. Xavier Amatriain     *
* Research/Engineering Director *
*           Netflix             *
*       Los Gatos, CA           *
*     firstname@lastname.net     *
**********************************/



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My top artists

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I am pretty good at keeping my blog up to date. There you can have a good idea of what I am doing and thinking about.
I am currently a Research/Engineering Director at Netflix where I lead the Personalization Science and Engineering team. My technical area of expertise is on Recommender Systems, Machine Learning, Information Retrieval, and User Modeling.


In my previous position as a Senior Research Scientist, I was a member of the Multimedia Research Group in Telefonica Research Barcelona.

Previously I was Associate Director for the Media Arts and Technology Initiatives (MATi) at the University of California Santa Barbara and Research Director of the CREATE research center at that same university.

As MATi's Associate Director my main mandate was to organize the multimedia research community around the Allosphere.

I created and led the development of the CLAM framework for some time. I am no longer active on the project.


You can find below a list of my publications, most of them with a linked pdf. You can also visit my Google Scholar page for more details.


Recommender Systems & User Modeling:


Book Chapters:


Articles in Journals:


Articles in Conferences:

VR & Immersive Environments:


Book Chapters:


Articles in Journals:

Articles in Conferences:

Multimedia Systems:


Articles in Journals:

Articles in Conferences:

Music & Audio Processing:


Book Chapters:


Articles in Journals:


Articles in Conferences:


Student Projects:


Click here for a complete list of student projects I have directed.

You can download a pdf version of my CV here or you can access my LinkedIn profile.

Summary

I am a Research/Engineer Director for the Algorithms Engineering team at Netflix. I manage a team of researchers and engineers in charge of providing the next-generation algorithms to improve the experience for our customers. My current position is in the cross-roads of machine learning, software engineering, and team management. I have extensive research and management background of more than 10 years.

I have authored more than 50 publications and hold several patents.

I am interested on research management, software development and agile methodologies. I am the main proponent of the Agile Research Method

As a university professor I have experience in teaching Software Engineering, Information Retrieval, and many different courses related to Multimedia and Music.

An Object-Oriented Metamodel for Digital Signal Processing

with a focus on Audio and Music



Xavier Amatriain's Thesis

October 2004


Online Version

Download


Lately...


After many years of enjoying teaching many different courses at Graduate and Undergraduate level, I am no longer teaching. Look at my resume if you are interested in my teaching experience that covers courses that go from Information Retrieval and Software Engineering to Computer Music.


What I've done

Although I started studying music when I was quite little, I did not take it seriously until I was 15. As a teenager I played in a number of bands the most successful of which was the Maijalas.

Carles Lloveras, Xavi Palou, Ramon Valls and I created the Maijalas band. The idea was to mix rock with more latin rithms (nowadays I know that is very common but not so much at that time). Maijalas got to record a demo tape and a CD. We broke up when we were preparing our second CD. Here you have a few samples from our first CD:

Cámbiamela

A Media Tarde

A Tu Vera

Hijo del Miedo

Deixant-te Estar


I have also done quite a few computer based compositions. Unfortunately because of a severe lack of time in the past few years none of them have made it to a stage in which I would be comfortable sharing them. I have done compositions using MetriX (the language I developed), CSound, CLAM and Pd.

What I listen to


You can visit my lastfm profile.

Running

A couple of years ago, I decided to start running with the goal of sometime running a half-marathon. Now I am completely hooked into running. This year I have run more halfs than I care to count and 5 full marathons with a personal best of 3:24 in St. George (Utah). I can now say that running is an important part of my everyday life. If you are a runner, or thinking about it, you might enjoy my blog post on "10 'Little' lessons for life that I learned from running". You can also follow me on Strava or Runkeeper.


Cinema


I like classical movies like The Godfather or Citizen Cane but my favourite films are a bit more "off-mainstream". I would recommend any film by Jim Jarmush (including Down by Law or Night On Earth), the first films by Gus Van Sant (My Own Private Idaho) and some by Kevin Smith (Clerks or Chasing Amy).

See my Flixter profile.


Reading


Although I must admit that nowadays I do it much less than I would like - and when I do it is mainly to read technichal books - reading is still one of my favourite activities. You can follow me on Goodreads.

I could make a long list of favourite books and authors but I will try to concentrate on those that most have influenced me. The first book I remember as having influenced me as a child is Michael Ende's Momo (which I found much more impressive/depressive than his famous Never-ending Story). I was quite a lot into J.R.R. Tolkien at that time also.

I really read a lot while I was a child and still did the same as a teenager. During that age I read some impressive books that I still like: any book by Boris Vian is highly recommendable, Tropic of Cancer by Henry Miller, most of Garcia Marquez', some of William Burroughs... (when I was 18 I even read Joyce's Ulyses and even finished it!).

Here you will find a rather unsorted and incomplete list of links related to me.

My Blog

My Twitter Account

My LinkedIn Profile

My Google Scholar page

My Slideshare

Netflix Techblog

CLAM

The Allosphere

MAT at UCSB

The MTG at UPF