Hadoop for Health Insurance: Driving Innovation in Data and Analytics

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Because the trend towards decentralized organizations DAO. Previews 15,Views 39Comments 0. Blockchain Cryptography for Developers: Recently I had a talk about the basics of cryptography for blockchain developers at the Bulgarian Web Summit Blockchain mapreduce 23,Views 76Comments 0.

To enroll, visit the course official site: Blockchain Dev Camp — Sofia Feb The developer camp will teach the blockchain technologies from the developer perspective. Previews 87,ViewsComments 2. Blockchain mapreduce I had a talk on the JS. Previews, ViewsComments blockchain mapreduce. Blockchain Introduction October 18, Recently I had a talk about the Blockchain technologies, cryptocurrencies and their application to the real world economy.

Watch my blockchain talk as video: About this Blockchain Talk Blockchain is a decentralized ledger distributed database with no owner running the infrastructure for digital cryptocurrencies like Bitcoin and Ethereum. It this talk the speaker will blockchain mapreduce. Previews, Views blockchain mapreduce, Comments 0. Previews 79,Views 3,Comments Map Reduce and Apache Hadoop June 4, I post the demo source code, slides and video here. Previews 74,ViewsComments 0. Albeit left behind to a certain extent, the good old turtle is still an excellent way to introduce people to the world of programming.

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I have struggled to see what all the blockchain hype is about, so I decided I finally have to do my homework and read up on the algorithms and research in the topic. I want to document my learnings here. I do realise that I'm behind many people in my understanding, so I expect my views to evolve as I read and think more. I plan follow up with a series of posts, this being the first one. These are my initial thoughts after reading the original whitepaper and a few related resources:.

Blockchain is the protocol underlying the Bitcoin network. It is often positioned as the holy grail for any decentralised technology. There is talk about reputation systems, decentralised file storage, and loads of other things, all being enabled by blockchain. In my view this is misleading. We need to understand what it does well, and what it does not do. While this sounds general enough, it is fairly limited to maintaining transactions and state transitions.

Trying to force the blockchain to other problems which are not naturally expressed as a state machines is possible but not always a good idea. There is a good reason we don't actually use Turing machines with very long tapes as computers: Blockchain is certainly in its "if all you have is a hammer, everything looks like a nail" stage, and eventually it will grow out of it.

In fact, there has been a lot of research before and since the blockchain that address some of these peer-to-peer decentralised problems that people now hope blockchain will enable. These algorithms do it much more naturally and probably better than blockchain. Here is for example a decentralised algorithm for reputation networks , and another one for sharing storage and bandwith. Incentive compatible peer-to-peer mechanisms are games in which each participant is incentivised to be truthful and honest.

Bitcoin works because staying truthful and following the protocol maximises your mining revenue. The work on incentive compatibility predates the work on blockchain, see the two examples above. An old, common example is sealed second price auctions. Here, each buyer submits a single bid, secretly. The buyer with the highest bid gets the item but only pays the second highest bid. In this scenario, if you are a buyer, your best strategy is to honestly submit the maximum price you are willing to pay, as this maximises your chance of getting the item and you are guaranteed to get it at the best price possible.

Any deviation from honesty will hurt your chances. This mechanism ensures that the fair market price of the item is correctly established. Most people would say it is, and I assumed it was. However, to my surprise recent work hints that. There may be dishonest strategies that allow minority pools to increase their mining revenues by deviating from the honest protocol. This dynamic is very similar to the network effects that investors love in startups, see e.

But then the same rules that apply to businesses must apply to cryptocurrencies. So this raises the question whether there is any room left for publicly traded cryptocurrencies other than Bitcoin. This in itself is a complex question that warrants further exploration. Currently each CPU core running the bitcoin minig algorithm carries out useless calculation that is deliberately hard, just to prove that they are doing work.

It's a bit like sitting in your office , but just checking your facebook all day without doing anything useful for your employer. Your proof of work is "I was sitting in front of my screen all day, therefore I should get paid". So currently tons of computers are running in parallel and working hard only to prove they are working hard. The resutls of the calculation are worthless outside the world of bitcoin.

I think one really interesting avenue of innovation is whether one can replace the currently useless proof of work calculations with something that is actually meaningful and carries value for someone outside the world of the currency. Could you use the pool of CPU that's currently faking work to solve travelling salesman problems for logistics companies? Or to break encrypted messages? Or to run massive quantum physics simulations?

These are all of similar complexity to the current hash-based proof of work algorithm, but someone actually might care about the result. The challenge here is that it's hard to control the hardness of the problem, and to make sure everybody is working on problems or subproblems that are equally hard.

The purpose of this post was not to question the importance of blockchain or cryptocurrencies, rather to explore where its boundaries and limitations are as a technology.

I think one really needs to understand the underlying concepts to tell apart meaningful applications from hypothetical ones where blockchain is not the answer. People like to say blockchain is a technology that is independent of bitcoin, but the fact is that the liquid market for bitcoin is a large factor that keeps that blockchain growing. You can't have one without the other. Blockchain is part of a larger body of research. There are other algorithms that solve specific problems like P2P shared storage directly, blockchain may not be the best way to implement these.

In a number of fields are said to be transformed by blockchain, the barrier to innovation isn't technology. Take for example voting systems: Yet, when the UK tried to implement a technically superior voting system the nation decided against it.