ICA as a preprocessing technique for classification

In this paper we propose the use of the independent component analysis (ICA) [1] technique for improving the classification rate of decision trees and multilayer perceptrons [2], [3]. The use of an ICA for the preprocessing stage, makes the structure of both classifiers simpler, and therefore improves the generalization properties. The hypothesis behind the proposed preprocessing is that an ICA analysis will transform the feature space into a space where the components are independent, and aligned to the axes and therefore will be more adapted to the way that a decision tree is constructed. Also the inference of the weights of a multilayer perceptron will be much easier because the gradient search in the weight space will follow independent trajectories. The result is that classifiers are less complex and on some databases the error rate is lower. This idea is also applicable to regression

EsPal: One-stop shopping for Spanish word properties

This article introduces EsPal: a Web-accessible repository containing a comprehensive set of properties of Spanish words. EsPal is based on an extensible set of data sources, beginning with a 300 million token written database and a 460 million token subtitle database. Properties available include word frequency, orthographic structure and neighborhoods, phonological structure and neighborhoods, and subjective ratings such as imageability. Subword structure properties are also available in terms of bigrams and trigrams, bi-phones, and bi-syllables. Lemma and part-of-speech information and their corresponding frequencies are also indexed. The website enables users to either upload a set of words to receive their properties, or to receive a set of words matching constraints on the properties. The properties themselves are easily extensible and will be added over time as they become available. It is freely available from the following website: http://www.bcbl.eu/databases/espal

On the robust measurement of inflectional diversity

Lexical diversity measures are notoriously sensitive to variations of sample size and recent approaches to this issue typically involve the computation of the average variety of lexical units in random subsamples of fixed size. This methodology has been further extended to measures of inflectional diversity such as the average number of wordforms per lexeme, also known as the mean size of paradigm (MSP) index. In this contribution we argue that, while random sampling can indeed be used to increase the robustness of inflectional diversity measures, using a fixed subsample size is only justified under the hypothesis that the corpora that we compare have the same degree of lexematic diversity. In the more general case where they may have differing degrees of lexematic diversity, a more sophisticated strategy can and should be adopted. A novel approach to the measurement of inflectional diversity is proposed, aiming to cope not only with variations of sample size, but also with variations of lexematic diversity. The robustness of this new method is empirically assessed and the results show that while there is still room for improvement, the proposed methodology considerably attenuates the impact of lexematic diversity discrepancies on the measurement of inflectional diversity.

Evolution of reduced post-copulatory molecular interactions in Drosophila populations lacking sperm competition.

In many species with internal fertilization, molecules transferred in the male ejaculate trigger and interact with physiological changes in females. It is controversial to what extent these interactions between the sexes act synergistically to mediate the female switch to a reproductive state or instead reflect sexual antagonism evolved as a by product of sexual selection on males. To address this question, we eliminated sexual selection by enforcing monogamy in populations of Drosophila melanogaster for 65 generations and then measured the expression of male seminal fluid protein genes and genes involved in the female response to mating. In the absence of sperm competition, male and female reproductive interests are perfectly aligned and any antagonism should be reduced by natural selection. Consistent with this idea, males from monogamous populations showed reduced expression of seminal fluid protein genes, 16% less on average than in polygamous males. Further, we identified 428 genes that responded to mating in females. After mating, females with an evolutionary history of monogamy exhibited lower relative expression of genes that were up regulated in response to mating and higher expression of genes that were down-regulated - in other words, their post-mating transcriptome appeared more virgin-like. Surprisingly, these genes showed a similar pattern even before mating, suggesting that monogamous females evolved to be less poised for mating and the accompanying receipt of male seminal fluid proteins. This reduced investment by both monogamous males and females in molecules involved in post-copulatory interactions points to a pervasive role of sexual conflict in shaping these interactions.

A Dependency Parsing Approach to Biomedical Text Mining

Biomedical research is currently facing a new type of challenge: an excess of information, both in terms of raw data from experiments and in the number of scientific publications describing their results. Mirroring the focus on data mining techniques to address the issues of structured data, there has recently been great interest in the development and application of text mining techniques to make more effective use of the knowledge contained in biomedical scientific publications, accessible only in the form of natural human language. This thesis describes research done in the broader scope of projects aiming to develop methods, tools and techniques for text mining tasks in general and for the biomedical domain in particular. The work described here involves more specifically the goal of extracting information from statements concerning relations of biomedical entities, such as protein-protein interactions. The approach taken is one using full parsing—syntactic analysis of the entire structure of sentences—and machine learning, aiming to develop reliable methods that can further be generalized to apply also to other domains. The five papers at the core of this thesis describe research on a number of distinct but related topics in text mining. In the first of these studies, we assessed the applicability of two popular general English parsers to biomedical text mining and, finding their performance limited, identified several specific challenges to accurate parsing of domain text. In a follow-up study focusing on parsing issues related to specialized domain terminology, we evaluated three lexical adaptation methods. We found that the accurate resolution of unknown words can considerably improve parsing performance and introduced a domain-adapted parser that reduced the error rate of theoriginal by 10% while also roughly halving parsing time. To establish the relative merits of parsers that differ in the applied formalisms and the representation given to their syntactic analyses, we have also developed evaluation methodology, considering different approaches to establishing comparable dependency-based evaluation results. We introduced a methodology for creating highly accurate conversions between different parse representations, demonstrating the feasibility of unification of idiverse syntactic schemes under a shared, application-oriented representation. In addition to allowing formalism-neutral evaluation, we argue that such unification can also increase the value of parsers for domain text mining. As a further step in this direction, we analysed the characteristics of publicly available biomedical corpora annotated for protein-protein interactions and created tools for converting them into a shared form, thus contributing also to the unification of text mining resources. The introduced unified corpora allowed us to perform a task-oriented comparative evaluation of biomedical text mining corpora. This evaluation established clear limits on the comparability of results for text mining methods evaluated on different resources, prompting further efforts toward standardization. To support this and other research, we have also designed and annotated BioInfer, the first domain corpus of its size combining annotation of syntax and biomedical entities with a detailed annotation of their relationships. The corpus represents a major design and development effort of the research group, with manual annotation that identifies over 6000 entities, 2500 relationships and 28,000 syntactic dependencies in 1100 sentences. In addition to combining these key annotations for a single set of sentences, BioInfer was also the first domain resource to introduce a representation of entity relations that is supported by ontologies and able to capture complex, structured relationships. Part I of this thesis presents a summary of this research in the broader context of a text mining system, and Part II contains reprints of the five included publications.

Absence of flash-lag when judging global shape from local positions

When a flash is presented aligned with a moving stimulus, the former is perceived to lag behind the latter (the flash-lag effect). We study whether this mislocalization occurs when a positional judgment is not required, but a veridical spatial relationship between moving and flashed stimuli is needed to perceive a global shape. To do this, we used Glass patterns that are formed by pairs of correlated dots. One dot of each pair was presented moving and, at a given moment, the other dot of each pair was flashed in order to build the Glass pattern. If a flash-lag effect occurs between each pair of dots, we expect the best perception of the global shape to occur when the flashed dots are presented before the moving dots arrive at the position that physically builds the Glass pattern. Contrary to this, we found that the best detection of Glass patterns occurred for the situation of physical alignment. This result is not consistent with a low-level contribution to the flash-lag effect.

Corpus digitalizados y palabras gramaticales

El objetivo de este trabajo es reflexionar acerca del empleo de los corpus informatizados. El caso que presentamos está vinculado a un proyecto de I+D sobre la gramaticalización de perífrasis verbales (GRAPEVERBA). Para llevar a cabo este estudio, hemos extraído las ocurrencias de los dos corpus académicos, CORDE and CREA. La falta de una lematización y de un etiquetado en ambos corpus nos ha planteado un problema de difícil solución, puesto que el número de ejemplos obtenido resulta excesivamente elevado. Otro problema tiene que ver con las ediciones textuales de las obras vertidas en los corpus de la Academia, de manera especial en el CORDE. Con cierta frecuencia, estas ediciones no son contemporáneas de los manuscritos originales, lo que compromete seriamente las conclusiones que se extraen acerca de la gramaticalización de algunas perífrasis verbales, por ejemplo de tener + (a/de) + infinitivo.

A practical guide for the formulation of propositions in the bayesian approach to DNA evidence interpretation in an adversarial environment

The interpretation of complex DNA profiles is facilitated by a Bayesian approach. This approach requires the development of a pair of propositions: one aligned to the prosecution case and one to the defense case. This note explores the issue of proposition setting in an adversarial environment by a series of examples. A set of guidelines generalize how to formulate propositions when there is a single person of interest and when there are multiple individuals of interest. Additional explanations cover how to handle multiple defense propositions, relatives, and the transition from subsource level to activity level propositions. The propositions depend on case information and the allegations of each of the parties. The prosecution proposition is usually known. The authors suggest that a sensible proposition is selected for the defense that is consistent with their stance, if available, and consistent with a realistic defense if their position is not known.

Identification of novel factors during the establishment of the Casparian strip in the endodermis

Multicellular organisms rely on specialized tissues that allow for the controlled exchange of matter with their surrounding. In order to function properly, these tissues need to establish a tight connection between the individual cells to prevent uncontrolled passive diffusion across the extracellular space. In animals, these connections are called tight and adherens junctions and are a critical feature of epithelia. These connections, however, rely on direct protein-protein interaction of plasma membrane proteins of adjacent cells. Such a mechanism is not possible in plants due to the cell wall, which encases the individual cells. In order to absorb nutrients, while simultaneously preventing uncontrolled diffusion between cells, land plants have evolved the root endodermis, which is functionally equivalent to animal epithelia. Its cells are surrounded by a precisely localized and aligned, ring-like lignin deposition, called the Casparian strip, and therefore tightly connected between each other. Very little was known about the development of the endodermis and the Casparian strip until recently. In the meantime, however, we have identified a family of endodermis- specific proteins, the CASPs, which recruits extracellular proteins the specific Casparian strip membrane domain (CSD) to locally synthesize lignin in the cell wall. Yet, we hardly knew any specifics on how the CSD is initially defined and how the critically important CASPs are being recruited to it. We therefore conducted a forward genetic screen on the localization of CASPI-GFP in order to identify novel mutants, which lack a defined CSD. We identified 48 mutants, which fell into 15 different complementation groups. While some of the isolated genes had previously been identified through different approaches, nine novel genes, which had never been implicated in CSD development and maintenance, were identified. One of them, LORD OF THE RINGS 2 (.LOTR2) is described to greater detail in this work. LOTR2 encodes for EX070A1, a protein of the evolutionary conserved exocyst complex. This complex has frequently been implicated in various secretory processes across kingdoms. In Arabidopsis, it transiently defines the positioning of CASPI-GFP. We have performed a detailed analysis of the dynamics of EX070A1 and CASPI-GFP, including studies with other markers and propose a mechanism, by which the cytosolic EX070A1 transiently defines a plasma membrane domain to recruit transmembrane proteins, which then recruit extracellular enzymes for localized cell wall modification. Considering the ubiquitous expression of EX070A1, we think that this mechanism is potentially of importance not only for the endodermis and the Casparian strip but also for many other tissues, in which the cell wall becomes locally modified. In fact, many other tissues with secondary cell wall modifications contain proteins very similar to the CASPs. It will be interesting to see to which degree this mechanism is employed in other tissues. As for the endodermis, we have now identified the first gene, which is not specific to the endodermis but shows endodermis-specific dynamics. This might give us a better insight on how the plant modulates this ubiquitously present factor in a cell- or tissue-type specific manner. Considering the knowledge, mutants and tools, which are available to us for investigating the endodermis, the Casparian strip, the exocyst complex and EX070A1 might be just the right experimental system to address these questions. -- Les organismes multicellulaires dépendent des tissues spécialisé pour l'échange contrôlé entre eux et leur environnement. Pour leur bon fonctionnement, les cellules de ces tissus ont besoin d'être très étroitement assemblés afin de prévenir la diffusion non-contrôlée à travers l'espace extracellulaire. Chez les animaux, ces connexions sont appelées jonctions serrées et jonctions adhérentes. Ces jonctions dépendent des interactions directes entre les protéines des cellules voisines. Ceci n'est pas possible chez les plantes à cause de la paroi cellulaire qui recouvre chaque cellule individuellement. Pour absorber les nutriments et en même temps empêcher la diffusion non-contrôlé entre cellules, les plantes ont évolué 1'endoderme dans la racine, qui est fonctionnellement équivalent aux épithéliums des animaux. Les cellules de l'endoderme sont ceinturées par une déposition de lignine très précisément localisées comme un anneau et alignées entre les cellules, et qui, donc, connecte étroitement les cellules avoisinante: Le cadre de Caspary. Peu était connu sur le développement de l'endoderme et le cadre de Caspaiy jusqu'à il y a quelques années. Récemment, pourtant, nous avons identifié une famille de protéines spécifiques à l'endoderme, les CASPs, qui définissent le domaine membranaire du cadre de Caspaiy (CSD). Les CASPs recrutent les protéines extracellulaires nécessaire à la synthèse du cadre de Caspary vers une région limité dans la paroi cellulaire. Pourtant, on connaît très peu les processus spécifiques concernant la définition initiale du CSD et comment les CASPs, qui ont une importance cruciale, sont recrutées vers ce domaine. Par conséquent nous avons mené un crible génétique sur la localisation du CASPI- GFP, qui sert comme marqueur pour le CSD. Notre but étant d'isoler de nouveaux mutants affectés dans l'établissement du CSD. Nous avons identifié 48 mutants, en 15 groupes de complémentation. Bien que certains des gènes isolés étaient déjà impliqué dans la formation du cadre de Caspary, neuf nouveaux gènes n'ayant jamais été impliqués dans le développement ou la maintenance du CSD ont pu être identifiés. Un de ces gènes, LORD OF THE RINGS2 (LOTR2) sera décrit plus en détail dans cette étude. LOTR2 code pour EX070A1, qui est une protéine, du complexe exocyste. Ce complexe de protéines a très bien été conservé au cours de l'évolution. Il était souvent impliqué dans plusieurs processus de sécrétion dans toutes les branches de la vie. Chez Arabidopsis, EX070A1 définit la position du CSD d'une façon transitoire et recrute CASP1- GFP. Nous avons mené une analyse détaillée des dynamiques d'EX070Al et CASPI-GFP ainsi que, des études avec des autres mutants. Nous proposons un mécanisme, d'après lequel EX070A1, recruté du cytosol, définit un domaine dans la membrane plasmique pour localiser des protéines transmembranaires, ces dernières ensuite recruteront des enzymes extracellulaires pour la modification locale de la paroi cellulaire. Vu qu'EX070A1 est exprimé dans toute dans la plante, nous pensons que ce mécanisme est potentiellement important non seulement pour l'endoderme et le cadre de Caspary, mais aussi pour les autres tissus où la paroi cellulaire doit être localement modifiée. En effet, plusieurs autres tissus contiennent des protéines très similaires aux CASPs. Il serait intéressant de voir à quelle dégrée ce mécanisme est également utilisé dans ces tissues. En ce qui concerne l'endoderme, nous avons maintenant identifié le premier gène qui n'est pas exprimé spécifiquement dans l'endoderme, mais qui montre tout de même une dynamique caractéristique dans ce tissu. Il serait intéressant de voir comment la plante peut moduler ce facteur omniprésent d'une façon spécifique. Vu les connaissances, les mutants et les outils qu'on a maintenant à notre disposition, l'endoderme et son cadre de Caspary, le complexe exocyste et EX070A1 sont probablement des bons systèmes expérimentaux pour étudier ces questions. -- Identification des nouveaux facteurs pendant l'établissement du cadre de Caspary dans l'endoderme. Lothar Kalmbach, Département de Biologie Moléculaire Végétale (DBMV), Université de Lausanne. Comme tous les autres organismes multicellulaires, les plantes terrestres dépendent de tissus spécialisés pour l'échange contrôlé avec leur environnement. Ces tissus sont importants pour l'absorption des nutriments mais également pour éviter l'influx de composés toxiques. Chez les plantes, ce tissu se trouve dans la racine. C'est l'endoderme. Grâce au cadre de Caspary, qui permet une forte connexion entre les cellules au niveau de leur paroi, l'endoderme empêche les éléments toxiques d'entrer dans le système vasculaire. Depuis quelques années, nous comprenons de plus en plus la nature et la biosynthèse, ainsi que les protéines impliquées dans l'ancrage des enzymes à la membrane plasmique. Nous n'avons eu, par contre, aucune idée sur le mécanisme qui d'abord définit cet endroit dans la membrane plasmique. Nous avons mené un crible génétique sur la localisation de CASPI-GFP, une protéine, qui recrute les enzymes extracellulaires pour la synthèse du cadre de Caspary. Nous avons identifié plusieurs nouveaux gènes qui sont impliqués dans l'intégrité du cadre de Caspary. L'un de ces gènes est EX070A1, qui est un facteur ayant un rôle important lors de la sécrétion des protéines dans tous les organismes eukaryotes. Ces mutants sont gravement affectés au niveau du cadre de Caspary, mais surtout ils ne sont plus capables de localiser CASPI-GFP. Nous avons suivi la dynamique d'EX070Al et de CASP1-GFP en combinaison avec d'autres marqueurs. Nous avons pu montrer que l'accumulation d'EX070Al est spécifique pour l'endoderme et essentielle pour bien localiser CASPI-GFP et donc, le cadre de Caspary. Ces résultats nous aident à mieux comprendre le développement de l'endoderme mais peuvent potentiellement aussi être utilisés pour étudier les modifications de la paroi cellulaire dans d'autres cellules de la plante.

Care delivery value chains for ophthalmic clinics in Switzerland

Perceived patient value is often not aligned with the emerging expenses for health care services. In other words, the costs are often supposed as rising faster than the actual value for the patients. This fact is causing major concerns to governments, health plans, and individuals. Attempts to solve the problem have habitually been on the operational effectiveness side: increasing patient volume, minimizing costs, rationing, or closing hospitals, usually resulting in a zero-sum game. Only few approaches come from the strategic positioning side and "competition" among hospitals is still perceived rather as a danger than as a chance to create a positive-sum game and stimulate patient value. In their 2006 book, "Redefining Health Care", the renowned Harvard strategy professor Michael E. Porter and hospital management expert Professor Elizabeth Olmsted Teisberg approach the challenge from the positive-sum perspective: they propose to form Integrated Practice Units (IPUs) and manage hospitals in a modern, patient value oriented way. They argue that creating value-based competition on results should have the same effect on the health care sector like transparency and competition turned other industries with out-dated management models (like recently the inert telecommunication industry) into highly competitive and customer value creating businesses. The objective of this paper is to elaborate Care Delivery Value Chains for Integrated Practice Units in ophthalmic clinics and gather a first feedback from Swiss hospital managers, ophthalmologists, and patients, if such an approach could be a realistic way to improve health care management. First, Porter's definition of competitiveness (distinction between operational effectiveness and strategic positioning) is explained. Then, the Care Delivery Value Chain is introduced as a key element for understanding value-based management, followed by three practice examples for ophthalmic clinics. Finally, recommendations are given how the Care Delivery Value Chain can be managed efficiently and how the obstacles of becoming a patient-oriented organization can be overcome. The conclusion is that increased transparency and value-based competition on results has the potential to change the mindset of hospital managers-which will align patient value with the emerging health care expenses. Early adapters of this management approach will gain a competitive advantage. [Author, p. 6]

Statistical Methods for Conservation and Alignment Quality in Proteins

Construction of multiple sequence alignments is a fundamental task in Bioinformatics. Multiple sequence alignments are used as a prerequisite in many Bioinformatics methods, and subsequently the quality of such methods can be critically dependent on the quality of the alignment. However, automatic construction of a multiple sequence alignment for a set of remotely related sequences does not always provide biologically relevant alignments.Therefore, there is a need for an objective approach for evaluating the quality of automatically aligned sequences. The profile hidden Markov model is a powerful approach in comparative genomics. In the profile hidden Markov model, the symbol probabilities are estimated at each conserved alignment position. This can increase the dimension of parameter space and cause an overfitting problem. These two research problems are both related to conservation. We have developed statistical measures for quantifying the conservation of multiple sequence alignments. Two types of methods are considered, those identifying conserved residues in an alignment position, and those calculating positional conservation scores. The positional conservation score was exploited in a statistical prediction model for assessing the quality of multiple sequence alignments. The residue conservation score was used as part of the emission probability estimation method proposed for profile hidden Markov models. The results of the predicted alignment quality score highly correlated with the correct alignment quality scores, indicating that our method is reliable for assessing the quality of any multiple sequence alignment. The comparison of the emission probability estimation method with the maximum likelihood method showed that the number of estimated parameters in the model was dramatically decreased, while the same level of accuracy was maintained. To conclude, we have shown that conservation can be successfully used in the statistical model for alignment quality assessment and in the estimation of emission probabilities in the profile hidden Markov models.

Liiketoimintastrategisten vaatimusten syntyminen ja niiden toteutumisen arviointi keskisuurten yritysten toiminnanohjausjärjestelmähankkeissa. Tapaustutkimus kolmesta teollisuusyrityksestä ja aineistolähtöinen teoria

Tietojärjestelmien strateginen kehittäminen on ollut niin liike-elämän kiinnostuksen kuin akateemisen tutkimuksenkin kohteena jo pitkään. Aihe on edelleen ajankohtainen, eikä ajankohtaisuus osoita laantumisen merkkejä. Valtaosa tutkimuksesta on kohdistunut suuryrityksiin ja jonkin verran pk-yrityksiin yhtenä ryhmänä. Tutkimus on kohdistunut aiheeseen tarkastelemalla onko tietojärjestelmien ja liiketoimintastrategian välillä yhteyttä, ja jos, onko sillä merkitystä yrityksen menestykselle. Tämän tutkimuksen tavoitteena oli pureutua syvemmälle siihen tapaan, jolla yritys kytkee liiketoimintastrategiansa tietojärjestelmähankintaan. Kohdetietojärjestelmäksi tutkimuksessa valittiin toiminnanohjausjärjestelmät ja yrityskooksi keskisuuret yritykset. Toiminnanohjausjärjestelmän valintaa voidaan perustella sen kattavuudella yrityksen toiminnassa eri sidosryhmien suunnasta katsottaessa. Keskisuuret yritykset valittiin osittain sen vuoksi, koska niistä ei ole paljoakaan omaa tutkimusta, osittain sen vuoksi, että niiden luonne kehityspolun epäjatkumokohdassa haluttiin nostaa esille. Tutkimuksen empiirinen osa pohjautuu kolmeen tutkimustapaukseen, kolmen keskisuuren yrityksen toiminnanohjaushankkeeseen. Tapausyritysten liiketoiminta- ja ITjohtoa haastateltiin, ja lisäksi käytettiin kaikkea saataville ollutta kirjallista arkistoaineistoa. Tutkimuksen päämenetelmä oli Grounded Theory (GT). Tutkimustavassa ei, poiketen useista muista laadullisista tutkimustavoista, ole ennalta määrättyä viitekehystä, vaan tutkimus lähtee liikkeelle ns. puhtaalta pöydältä ilman esioletuksia luoden tutkimusprosessin kuluessa uutta teoriaa. Tutkimustavan etuna voidaan pitää ennakkoluulottomuutta. Aikaisemman tutkimuksen rooli tässä tutkimuksessa oli ensinnäkin kartoittaa tutkimusaluetta ja olla johdantona tutkimukselle, toisaalta tuloksia vertailtiin aikaisempaan tutkimukseen. Tutkimusaineisto analysoitiin tarkasti. Ensin aineisto käytiin läpi koodaamalla se aineistosta esille nousseiden käsitteiden alle. Seuraavaksi saatu tulos luokiteltiin aineistosta nousseisiin luokkiin sekä muodostettiin käsitteiden ja luokkien väliset yhteydet. Lopuksi muodostumassa oleva teoria konkretisoitiin 18 hypoteesin ja hypoteesit yhdistävän mallin avulla. Tutkimuksessa saatiin uutta tietoa siitä, miten vaatimusprosessi etenee ja miten keskisuuren yrityksen ominaispiirteet vaikuttavat vaatimusprosessiin. Lisäksi saatiin uutta tietoa siitä, mitkä ovat kriittisiä menestystekijöitä keskisuuren yrityksen toiminnanohjaushankkeessa. Keskisuuretyritykset näyttävät tämän tutkimuksen aineiston perusteella osaavan asettaa vaatimuksia toiminnanohjausjärjestelmälle liiketoimintastrategian, prosessikuvausten ja toiminnanohjausjärjestelmien tarjoamien mahdollisuuksien suunnista. Vaatimusten toteutumisenarviointi on keskisuurilla yrityksillä epäsystemaattista, kuten aikaisemmassa tutkimuksessa on todettu olevan myös suurilla yrityksillä. Resurssivaje vaikeuttaa toiminnanohjausjärjestelmän liiketoimintastrategisten vaatimusten toteutumista. Tutkimusaineiston perusteella voidaan päätellä, että keskisuurissa yrityksissä – huolimatta siitä, että niissä on olemassa prosessikuvaukset – ei ole varsinaista prosessiajattelua tai prosessijohtamista. Keskisuuret yritykset eivät tämän tutkimuksen aineiston perusteella näytä muodostavan poikkeusta, vaan mittariston käyttö on epäkypsää, eikä mittaristoa pystytä hyödyntämään tietojärjestelmähankkeen tukena. Tulosten pohjalta voidaan arvioida, että strategisen johtamisen komponentit ovat keskisuuressa yrityksessä toisistaan irrallisia. Vaikka toiminnanohjaushankkeen vaatimuksia asetettaessa liiketoimintastrategia on vahvasti mukana, jää vaatimuksenasettelu karkealle tasolle, eikä konkretisoidu prosesseihin ja mittarointiin. Sen seurauksena toiminnanohjausjärjestelmästä ei saada kaikkea sitä hyötyä ja tukea liiketoimintastrategialle, mikä olisi mahdollista. Tutkimuksessa tuli myös esille resurssi- ja osaamispuutteen haittavaikutuksia keskisuurten yritysten toiminnanohjaushankkeiden vaatimusprosessissa. Puutteet yhdistettynä hajallaan oleviin strategisen johtamisen komponentteihin muodostavat yhdessä vaikean lähtökohdan strategiselle toiminnanohjaushankkeelle.

Surface Studies of Thiolate Adsorbates on Some Metals

The results and discussions in this thesis are based on my studies about selfassembled thiol layers on gold, platinum, silver and copper surfaces. These kinds of layers are two-dimensional, one molecule thick and covalently organized at the surface. They are an easy way to modify surface properties. Self-assembly is today an intensive research field because of the promise it holds for producing new technology at nanoscale, the scale of atoms and molecules. These kinds of films have applications for example, in the fields of physics, biology, engineering, chemistry and computer science. Compared to the extensive literature concerning self-assembled monolayers (SAMs) on gold, little is known about the structure and properties of thiolbased SAMs on other metals. In this thesis I have focused on thiol layers on gold, platinum, silver and copper substrates. These studies can be regarded as a basic study of SAMs. Nevertheless, an understanding of the physical and chemical nature of SAMs allows the correlation between atomic structure and macroscopic properties. The results can be used as a starting point for many practical applications. X-ray photoelectron spectroscopy (XPS) and synchrotron radiation excited high resolution photoelectron spectroscopy (HR-XPS) together with time-offlight secondary ion mass spectrometry (ToF-SIMS) were applied to investigate thin organic films formed by the spontaneous adsorption of molecules on metal surfaces. Photoelectron spectroscopy was the main method used in these studies. In photoelectron spectroscopy, the sample is irradiated with photons and emitted photoelectrons are energy-analyzed. The obtained spectra give information about the atomic composition of the surface and about the chemical state of the detected elements. It is widely used in the study of thin layers and is a very powerful tool for this purpose. Some XPS results were complemented with ToF-SIMS measurements. It provides information on the chemical composition and molecular structure of the samples. Thiol (1-Dodecanethiol, CH3(CH2)11SH) solution was used to create SAMs on metal substrates. Uniform layers were formed on most of the studied metal surfaces. On platinum, surface aligned molecules were also detected in investigations by XPS and ToF-SIMS. The influence of radiation on the layer structure was studied, leading to the conclusion that parts of the hydrocarbon chains break off due to radiation and the rest of the layer is deformed. The results obtained showed differences depending on the substrate material. The influence of oxygen on layer formation was also studied. Thiol molecules were found to replace some of the oxygen from the metal surfaces.

Spectroscopic characterization of phases formed by high-dose carbon ion implantation in silicon

High-dose carbon-ion-implanted Si samples have been analyzed by infrared spectroscopy, Raman scattering, and x-ray photoelectron spectroscopy (XPS) correlated with transmission electron microscopy. Samples were implanted at room temperature and 500°C with doses between 1017 and 1018 C+/cm2. Some of the samples were implanted at room temperature with the surface covered by a capping oxide layer. Implanting at room temperature leads to the formation of a surface carbon-rich amorphous layer, in addition to the buried implanted layer. The dependence of this layer on the capping oxide suggests this layer to be determined by carbon migration toward the surface, rather than surface contamination. Implanting at 500°C, no carbon-rich surface layer is observed and the SiC buried layer is formed by crystalline ßSiC precipitates aligned with the Si matrix. The concentration of SiC in this region as measured by XPS is higher than for the room-temperature implantation.