Flower Pollination Algorithm for Global Optimization - Xin-She Yang 2013 The last of the optimisation algorithms we'll look at for now, today's paper is the most recent (2013) and also by Xin-She Yang. Once more, we only get comparisons to genetic algorithms and PSO, and once more the comparison is favourable. In many design applications … Continue reading Flower Pollination Algorithm for Global Optimization
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Cuckoo Search via Lévy Flights
Cuckoo Search via Lévy Flights - Yang et al. 2010 Another nature inspired optimisation algorithm today - and this time it's the turn of the cuckoos coupled with the flight pattern of fruit flies (which follow a Lévy flight) A Lévy flight is a random walk in which the step-lengths follow a heavy-tailed probability distribution. … Continue reading Cuckoo Search via Lévy Flights
A New Metaheuristic Bat-Inspired Algorithm
A New Metaheuristic Bat-Inspired Algorithm - Xin-She Yang, 2010 Today it's the turn of bats! The bat algorithm is an attempt to combine some of the major advantages of previous algorithms such as the firefly algorithm and harmony search (inspired by music composition). It is based on the echo-location behaviour of bats. Bats are fascinating … Continue reading A New Metaheuristic Bat-Inspired Algorithm
Firefly Algorithms for Multimodal Optimization
Firefly Algorithms for Multimodal Optimization - Xin-She Yang, 2010 This is the third post in a mini-series on nature-inspired optimisation algorithms. The flashing light of fireflies is an amazing sight in the summer sky in the tropical and temperate regions. There are about two thousand firefly species, and most fireflies produce short and rhythmic flashes. … Continue reading Firefly Algorithms for Multimodal Optimization
Ant Algorithms for Discrete Optimization
Ant Algorithms for Discrete Optimization - Dorigo et al. 1999 It's the emergent behaviour in nature-inspired algorithms that excites me. Ant colonies provide a great example: although each individual ant is in principle capable of finding a solution, it is only the ensemble of ants - that is, the ant colony - that exhibits optimisation … Continue reading Ant Algorithms for Discrete Optimization
Particle Swarm Optimization
Particle Swarm Optimization - Kennedy & Eberhart 1995 What do flocks of birds, schools of fish, ant colonies, bat echo-location, firefly flashlights, cuckoos, and flower-pollination all have in common? They've all inspired optimisation algorithms! I've been perusing Xin-She Yang's book on Nature-Inspired Optimization Algorithms and thought it might be fun to make a mini-series out … Continue reading Particle Swarm Optimization
PerfBlower: Quickly Detecting Memory-Related Performance Problems via Amplification
PerfBlower: Quickly Detecting Memory-Related Performance Problems via Amplification - Fang et al. 2015 Another ECOOP '15 paper, and definitely something with immediate pragmatic utility. PerfBlower finds heap-related performance problems during regular test runs (not exhaustive performance tests) by amplifying the effects of small issues to make them visible. The user provides details of classes of … Continue reading PerfBlower: Quickly Detecting Memory-Related Performance Problems via Amplification
Streams à la carte: Extensible pipelines with object algebras
Streams à la carte: Extensible pipelines with object algebras - Biboudis et al. 2015 Streaming APIs are popping up everywhere, allowing the programmer to express streaming computations such as: int sum = IntStream.of(v) .filter(x -> x % 2 == 0) .map(x -> x * x) .sum(); On examining the streaming libraries in Java, Scala, and … Continue reading Streams à la carte: Extensible pipelines with object algebras
Global Sequence Protocol
Global Sequence Protocol: A Robust Abstraction for Replicated Shared State - Burckhardt et al. 2015 This is the ECOOP '15 paper that we've been building up to so far this week. The problem domain is the familiar desire to support replicated shared data across nodes (mobile devices here) with eventual consistency. In the mobile context, … Continue reading Global Sequence Protocol
Cloud Types for Eventual Consistency
Cloud Types for Eventual Consistency - Burckhardt et al. 2012 Providing good programming abstractions for cloud storage, synchronization, and disconnected operation appears crucial to accelerate the production of useful and novel applications on today’s and tomorrow’s mobile devices. This paper proposes a model based on cloud types (which may be integrated with a programming language). … Continue reading Cloud Types for Eventual Consistency