All posts by grandjanitor

Getting back to the project.....

After several years not touching Sphinx (or for that regard, any serious coding), I start to have a conversation with myself, namely, the me who maintained Sphinx 3.X 6 years ago.

When I was working with the project, I was tasked to work on Sphinx 3.  I have been an advocate of Sphinx 3 ever since.  To say the truth, I might have overdone it - there are many great recognizers in the world.  Just look within the family: Sphinx 4, PocketSphinx and recently MultiSphinx by Dave are all great recognizers.  (Dave has also fixed a lot of my bugs.  So if you look into the source code, you will see places where he screamed, or I paraphrase "Arthur, what are you talking about?")

Experience with many outside companies changed me.   I literally turned from a naive twenty something guy to a thirty something guy.   Still naive, but my world view has certainly changed.   In fact, for many purposes,  I found that learning all components of Sphinx is very beneficial.

Let's think in this way:  each of the project from CMU Sphinx was meant to solve a practical problem in real life.  For example, in Sphinx 4, not only you have great out-of-the-box performance.  You also got the native code which can be incorporated into Java-based servers.  This is a huge plus when you are thinking of writing a web application.    And web applications will be around for a long time.

Same as PocketSphinx, it is meant to be a version of Sphinx which can be integrated different embedded systems.   I am yet to learn about MultiSphinx but I always have faith on Dave and his ideas.

This makes me want to learn again.  It's weird, once you open your mind, you will see doors everywhere.   For me, my next targets would be learning Sphinx 4 and PocketSphinx.   Both of them have great importance.   Will I still work on Sphinx 3?  Probably.  X can always bigger than 8.  It's the programming reality which makes me change.   As I would think now, it's a good change, a very good change.

The Grand Janitor

The Grand Janitor After CMU Sphinx

I have left the development of CMU Sphinx for around 6 years.  Geez.  Talking about changes.  During the time, I went to work for one startup and one defense contractor.   Start numerous non-speech related blogs.

I certainly have fun but feel drifted at the same time - both companies I worked with are extraordinary but their causes are not mine.    As you know, life without a cause is a tough life.

And now when I am inspecting Sphinx and open source speech recognition again.   Wow, there are tons of changes.   The awareness of the need of open source speech recognition has never been so acute and high.   The performance of open source speech recognition still requires a lot of work but it is no longer unthinkable to deploy an open source speech recognizer in a real application.

There are more resources for learning how to use a speech recognizer.   Thanks to dedicated Sphinx developers such as David Huggins-Daines and Nickolay Shmyrev.  Many more people learn about how to properly use Sphinx and there are more documentation around.

There are also more resources for building a speech recognizer.  One notable effort is Voxforge led by Ken McClean which dedicated to accumulate clean and transcribed data over the time.   Though I don't know how large is its size, I admire the dedication of Ken.    Someone should start such a project long long time ago.   Once it is started, there is a chance that open source data would be an important source of speech data in future.

In my last 6 years, I can only act as a bystander of Sphinx development.   I change job again recently and will work with a company which is close to Sphinx.   I don't know how much I will do *real* work.   But I am glad that Sphinx and I cross paths again.   At the very least, I hope to contribute ideas to the community and help this great project grows.

The Grand Janitor

I am back

Hi Guys,
     I stopped using this blog for 3 years and now I decide to claim it.  My life as the "Grand Janitor" of the Sphinx software is very memorable for me.   It was unfortunate for me to stop the blog and had only write on-line in other venues. 

     I will start to blog more about speech recognition and natural language processing.  This is probably time for me to read up again.  My another blog, Random Thought of Arthur Chan, will solely put my thought on other random things in the world.

     In any case, it's good to meet all of you again.  We'll have fun.

The Grand Janitor

Random Thought: Cloud


When I was in College in Hong Kong, I love to stare at the blue sky and just watching pieces of cloud floating from my left to right. There was much open space in the University. My favorite thing to do is to skip classes and watch some clouds.

To many of my friends, that is a ridiculous habit. Though most of them see them as part of my little eccentricities in my little unsung college career.

In another words, I have done worse. πŸ™‚ So they are not truly surprised and I am not that disappointed by their misunderstanding of clouds.

My true disappointment comes when I tried to share this interesting hobby with a mathematically-oriented friend. This guy is genuinely smart. In terms of Math, I think he is about 5 years ahead of me. So I thought he would understand.

So I told him my true intention of watching cloud - I would like to predict weather based on observing the cloud. That, to me, is a totally reasonable application of Mathematics. This is his response,

"You read "Wind and Cloud" too much.".

("Wind and Cloud" is a popular martial art comic book in Hong Kong. It's about a two martial experts, "Wind" and "Cloud" and their adventure in China.)

Many people asked me why I chose to live in US instead of Hong Kong, or even Bigger China. This story is probably an example of why.

In Hong Kong (or probably the bigger China), it is a difficult thing for students to imagine that advanced mathematics could have anything to do with complex subjects such as metereology at all. Also, there is a big gap between the expert knowledge of a certain field and the general public. So even if you have a technical background and you are smart enough to learn, you could still be ignorant on branches of other fields.

Of course, an even deeper problem is that imagination and creativity is not an emphasis in technical subjects such as Science and Mathematics. In the secondary school curriculum, they were usually not taught to inspire students to discover Mathematics themeslves. This explains the behavior of my smart friend.

There are social consequences of this, students grow up like this will probably unable to appreciate interesting thought from the youngs. That is to say scientific and technical workers are not truly appreciated. This compounds with the general money-loving attitude in Hong Kong. You will not surprised that Science and Technology is tough to develop there.

We cannot say the States' education is perfect, there are tons of holes and problems in it as well. But perhaps because Americans are always more adventurous in nature. They always see possibilities. That's why if you asked a smart student in U.S. the same question, you would probably got an account of General Circulation Model, how the basic equations is written. How Stoke-Navier equation can be used in this problem. (If we digress, then we would chat about how Stoke-Navier equation could be one of the 7 Millenium problems.)

I don't resent my friend's comment. What I see was that a smart person like him was wasted in the system. How many more of these situations happened in the past? I have no idea. What I know is that this is the true impedance of generating good scientific and technical workers.

Statistically Insignificant Me

Slightly related my last post. It relates to an interesting issue of whether we should share the bookshelf in the first place.

Why is it an issue? Well, privacy. Suppose someone is malicious and try to figure you out. The best way is to try to gather all information about you and work against you.

Another concern of mine is rather interesting and absolutely speculative, what if information I read will affect my thought and what if people could reconstruct it just from the information I read? That will open up a lot of interesting application. e.g. We might be able to predict what a person will do better.

Just like in other time series problem such as speech recognition and quantitative analysis. Human life could simply be defined by a series of time events. Some (forget the quote) believes that one human life could be stored in hard-disk and some starts to collect human life and see whether it could be model.

Information of what you read could tell a lot of who you are. Do you read Arthur C. Clarke? Do you read Jane Austen? Do you read Stephen King? Do you read Lora Roberts? From that information, one could build a machine learner to reverse map to who you are and how you make decision. We might just call this a kind of personality modeling.

It seems to me these are entirely possible from the standpoint of what we know. Yet, I still decide to share my bookshelf? Why?

Well, this was crystal-clear moment for me (and perhaps for you as well) which helps me to make a decision: Very simple, *I* am statistically in-significant.

If you happen to come to this web page, the only reason you come is because you are connected to me. How likely will that happened?

I know about 150 persons in my life. The world has about 6 billion. So that simply means the chance of me being discovered is around 1.5 x 10^-8. It is already pretty low.

Now, when other people know me and recommend me to someone else. Then this probability will be boosted up because 1) my PageRank will increase, 2) people follow my link deep enough will eventually discovered my bookshelves.

Yet, if I try to stay low-profile, (say not try to do SEO, not recommend any friends to go to my page) then it is reasonable to expect the factor mentioned is smaller than 1.

Further, 1.5 x 10^-8 is an upper bound as an estimate because
1, Not all my friends are interested in me (discounting factor : 0.6, a conservative one, the actual number is probably higher but I just don't want to face it. πŸ˜‰ )
2, My friends who are interested in me might not follow my links (discounting factor: 0.01)

So we are talking about an event with probability as low as 10^-9 or 10^-10 here. That seems to me close to cheap cryptographic algorithm.

But notice here, my security is not come from hiding or cryptography. My security merely come from my statistical insignificance. In English, I am very open but no one cares. And I am still a happy treebear. πŸ˜‰

That's why you see my bookshelf. Long story for a simple decision. If you happen to read this, I hope you enjoy it.

-a

Visual Bookshelves

I love to read and like to write reviews for every books I read. None of them will change the world but it still loves to do it. That's why by definition - I'm a bookworm. Not even feel shy about it. πŸ˜‰

I go quite far: try to record every books I read on a blog and start to put them in a blog called "ContentGeek". Luckily, I haven't gone very far. Because once I discovered Visual Bookshelves, there is no need for me to do it all.

Visual Bookshelves allow users to look up a book from Amazon, add comments and stored it in a database. It also shows the book cover of the books. What else could I want more?

So anyway, this is the link of my visual bookshelves:

http://www.cs.cmu.edu/~archan/personal/bookshelf.html

Enjoy.

-a

David's plan on Sphinx 3.7

http://lima.lti.cs.cmu.edu/mediawiki/index.php/Sphinx3

A great read, it touches the heart of implementation issues of all sphinxen. And its criticism on my implementation a right straight to the point.

I felt very relieved when the current maintainer attack what I did in the past. (Some features I did were rather stupid.) This shows that Sphinx is still alive and will still be alive.

-a

Life in Scanscout

Hi Guys,
Scanscout (www.scanscout.com) is a rather interesting company. . If you look at this blog, you probably know that I have been there for a while.

My direct supervisor doesn't like to give away too much. I think he has a point (as he is a *v* smart guy"). This contradicts to my philosophy of information sharing. So alright, as a compromise, here are couple of things I could share. (Of course, my estimate of the probably of anyone looking at this blog is about 1/10^9, so I guess it doesn't matter that much......)

1, We have a massage chair and it is awesome.
2, We have a foozball table and have a tournament every Friday. Beware, there are several good players. (I always get the lowest score.)
3, It is on the fore-front of video advertising. I am glad that I've joined. πŸ™‚

Arthur Chan

mosedecoder

Mosedecoder: http://www.statmt.org/moses/

Ah. This is not exactly news. It has been around since 2006 John Hopkins workshop.

mosedecoder is probably the first open source statistical machine translation implementation in the world. For quite a while, only the IBM models training portion of the code could be found in GIZA++. So for people who is interested in SMT, they will probably turn to Pharaoh, a close source implementation available in the web.

I could have some fun. πŸ˜‰

-a