Evolving Classifiers - Evolutionary Algorithms in Data Mining

Data mining means to summarize information from large amounts of raw data. It is one of the key technologies in many areas of economy, science, administration and the internet. In this report we introduce an approach for utilizing evolutionary algorithms to breed fuzzy classifier systems. This approach was exercised as part of a structured procedure by the students Achler, Göb and Voigtmann as contribution to the 2006 Data-Mining-Cup contest, yielding encouragingly positive results.

Verbal proficiency as fitness indicator: Experimental and comparative research on the evolutionary psychology of language and verbal displays

Summary: Recent research on the evolution of language and verbal displays (e.g., Miller, 1999, 2000a, 2000b, 2002) indicated that language is not only the result of natural selection but serves as a sexually-selected fitness indicator that is an adaptation showing an individual’s suitability as a reproductive mate. Thus, language could be placed within the framework of concepts such as the handicap principle (Zahavi, 1975). There are several reasons for this position: Many linguistic traits are highly heritable (Stromswold, 2001, 2005), while naturally-selected traits are only marginally heritable (Miller, 2000a); men are more prone to verbal displays than women, who in turn judge the displays (Dunbar, 1996; Locke & Bogin, 2006; Lange, in press; Miller, 2000a; Rosenberg & Tunney, 2008); verbal proficiency universally raises especially male status (Brown, 1991); many linguistic features are handicaps (Miller, 2000a) in the Zahavian sense; most literature is produced by men at reproduction-relevant age (Miller, 1999). However, neither an experimental study investigating the causal relation between verbal proficiency and attractiveness, nor a study showing a correlation between markers of literary and mating success existed. In the current studies, it was aimed to fill these gaps. In the first one, I conducted a laboratory experiment. Videos in which an actor and an actress performed verbal self-presentations were the stimuli for counter-sex participants. Content was always alike, but the videos differed on three levels of verbal proficiency. Predictions were, among others, that (1) verbal proficiency increases mate value, but that (2) this applies more to male than to female mate value due to assumed past sex-different selection pressures causing women to be very demanding in mate choice (Trivers, 1972). After running a two-factorial analysis of variance with the variables sex and verbal proficiency as factors, the first hypothesis was supported with high effect size. For the second hypothesis, there was only a trend going in the predicted direction. Furthermore, it became evident that verbal proficiency affects long-term more than short-term mate value. In the second study, verbal proficiency as a menstrual cycle-dependent mate choice criterion was investigated. Basically the same materials as in the former study were used with only marginal changes in the used questionnaire. The hypothesis was that fertile women rate high verbal proficiency in men higher than non-fertile women because of verbal proficiency being a potential indicator of “good genes”. However, no significant result could be obtained in support of the hypothesis in the current study. In the third study, the hypotheses were: (1) most literature is produced by men at reproduction-relevant age. (2) The more works of high literary quality a male writer produces, the more mates and children he has. (3) Lyricists have higher mating success than non-lyric writers because of poetic language being a larger handicap than other forms of language. (4) Writing literature increases a man’s status insofar that his offspring shows a significantly higher male-to-female sex ratio than in the general population, as the Trivers-Willard hypothesis (Trivers & Willard, 1973) applied to literature predicts. In order to test these hypotheses, two famous literary canons were chosen. Extensive biographical research was conducted on the writers’ mating successes. The first hypothesis was confirmed; the second one, controlling for life age, only for number of mates but not entirely regarding number of children. The latter finding was discussed with respect to, among others, the availability of effective contraception especially in the 20th century. The third hypothesis was not satisfactorily supported. The fourth hypothesis was partially supported. For the 20th century part of the German list, the secondary sex ratio differed with high statistical significance from the ratio assumed to be valid for a general population.

Vom Biofilm zur planktonischen Lebensform

Im ersten Teil dieser Dissertation stand die Analyse der Motilitätsentwicklung bei Vertretern der Gattung Methylobacterium im Vordergrund. Diese zu den pink pigmentierten fakultativ methylotrophen Mikroorganismen (PPFMs) gehörenden Prokaryoten sind in der Umwelt weit verbreitet. Besonders häufig besiedeln die Mikroben pflanzliche Oberflächen und können als so genannte Phytosymbionten in einer wechselseitigen Beziehung zu pflanzlichen Organismen stehen. In aquatischer Umgebung können Methylobakterien Flagellen aufweisen. Hierbei handelt es sich um spezielle Fortbewegungsorganellen, die den Mikroben eine aktive Beweglichkeit ermöglichen. Die Ausbildung polarer Einzelflagellen bei Methylobacterium-Zellen in planktonischer Lebensweise konnte unter Anwendung verschiedener mikroskopischer Techniken dokumentiert werden. Quantitative Beweglichkeitsstudien zeigten einen charakteristischen Entwicklungsverlauf, korreliert mit den Wachstumsphasen der Bakterienkulturen und machten deutlich, dass die Motilitätsrate durch Umweltfaktoren, wie z. B. die Nährstoffversorgung, beeinflusst werden kann. Es konnte gezeigt werden, dass die Pflanzen-assoziierten PPFMs in der Lage sind, zwischen einer sessilen und planktonischen Lebensweise zu wechseln und dass sowohl die zelluläre Beweglichkeit als auch die Biofilm-Bildung der Prokaryoten ein reversibles, reaktivierbares Verhalten darstellt. Weiterhin konnte belegt werden, dass die Motilität der epiphytischen Mikroben bezüglich der Besiedelung von Pflanzen, z. B. bei der Ausbreitung auf Keimblatt-Oberflächen von Sonnenblumen (Helianthus annuus), keine zentrale Rolle spielt und eine endophytische Lebensweise unwahrscheinlich ist. Ziel der Arbeit war weiterhin die Charakterisierung und Identifizierung eines aus der Phyllosphäre der Echten Feige (Ficus carica, Standort Griechenland) isolierten Bakterien-Stammes (Mtb. sp. Fc1). Die fakultativ methylotrophe Stoffwechseleigenschaft, sowie die auffällige rötliche Pigmentierung belegen, dass es sich um einen Vertreter der PPFMs handelt. Die Analyse morphologischer, physiologischer und biochemischer Eigenschaften bestätigte in Übereinstimmung mit molekularphylogenetischen Untersuchungen zur Klassifizierung und taxonomischen Einordnung, dass es sich um Pflanzen-assoziierte Mikroben der Gattung Methylobacterium handelt. Analysen der 16S rDNA sowie partieller Sequenzen der für Methylobakterien etablierten Marker-Gene mxaF und gyrB verdeutlichten die phylogenetische Stellung und die evolutionären Beziehungen des Ficus-Isolates. Obwohl enge Verwandtschaftsverhältnisse zu anderen Methylobacterium-Arten ermittelt werden konnten, war eine Identifizierung als valide beschriebene Spezies nicht möglich. Die Resultate legen den Schluss nahe, dass es sich um eine neue, unbeschriebene Spezies der epiphytisch lebenden Methylobakterien handelt.

Wild food trees in Eastern Nuba Mountains, Sudan: Use diversity and threatening factors

This study was conducted in 2010 in Eastern Nuba Mountains, Sudan to investigate ethnobotanical food and non-food uses of 16 wild edible fruit producing trees. Quantitative and qualitative information was collected from 105 individuals distributed in 7 villages using a semi-structured questionnaire. Also gathering of data was done using a number of rapid rural appraisal techniques, including key informant interviews, group discussion, secondary data sources and direct observations. Data was analysed using fidelity level and informant consensus factor methods to reveal the cultural importance of species and use category. Utilizations for timber products were found of most community importance than food usages, especially during cultivated food abundance. Balanites aegyptiaca, Ziziphus spina-christi and Tamarindus indica fruits were asserted as most preferable over the others and of high marketability in most of the study sites. Harvesting for timber-based utilizations in addition to agricultural expansion and overgrazing were the principal threats to wild edible food producing trees in the area. The on and off prevailing armed conflict in the area make it crucial to conserve wild food trees which usually play a more significant role in securing food supply during emergency times, especially in times of famine and wars. Increasing the awareness of population on importance of wild food trees and securing alternative income sources, other than wood products, is necessary in any rural development programme aiming at securing food and sustaining its resources in the area.