Predicting diffusion of innovations with self-organisation and machine learning

The main subject of this master's thesis was predicting diffusion of innovations. The prediction was done in a special case: product has been available in some countries, and based on its diffusion in those countries the prediction is done for other countries. The prediction was based on finding similar countries with Self-Organizing Map~(SOM), using parameters of countries. Parameters included various economical and social key figures. SOM was optimised for different products using two different methods: (a) by adding diffusion information of products to the country parameters, and (b) by weighting the country parameters based on their importance for the diffusion of different products. A novel method using Differential Evolution (DE) was developed to solve the latter, highly non-linear optimisation problem. Results were fairly good. The prediction method seems to be on a solid theoretical foundation. The results based on country data were good. Instead, optimisation for different products did not generally offer clear benefit, but in some cases the improvement was clearly noticeable. The weights found for the parameters of the countries with the developed SOM optimisation method were interesting, and most of them could be explained by properties of the products.

Innovation – from individual intuition to collaborative innovation. The role of individual key actor in facilitation of innovation in large organization context

The objective of this research was to study the role of key individuals in facilitation of technology enabled bottom-up innovation in large organization context. The development of innovation was followed from the point of view of individual actor (key individual) in two cases, through three levels: individual, team and organization, by using knowledge creation and innovation models. This study provides theoretical synthesis and framework through which the study is driven. The results of the study indicate, that in bottom-up initiated innovations the role of key individuals is still crucial, but innovation today is collective effort and there acts several entrepreneurial key individuals: innovator, user champion and organizational sponsor, whose collaboration and developing interaction drives innovation further. The team work is functional and fluent, but it meets great problems in interaction with organization. The large organizations should develop its practices and ability to react on emerging bottom-up initiations, in order to embed innovation to organization and gain sustainable innovation. In addition, bottom-up initiated innovations are demonstrations of peoples knowing, tacit knowledge and therefore renewing of an organization.

Experiences in using a structured method in finding and defining new innovations: the strategic options approach

Investment decision-making on far-reaching innovation ideas is one of the key challenges practitioners and academics face in the field of innovation management. However, the management practices and theories strongly rely on evaluation systems that do not fit in well with this setting. These systems and practices normally cannot capture the value of future opportunities under high uncertainty because they ignore the firm’s potential for growth and flexibility. Real options theory and options-based methods have been offered as a solution to facilitate decision-making on highly uncertain investment objects. Much of the uncertainty inherent in these investment objects is attributable to unknown future events. In this setting, real options theory and methods have faced some challenges. First, the theory and its applications have largely been limited to market-priced real assets. Second, the options perspective has not proved as useful as anticipated because the tools it offers are perceived to be too complicated for managerial use. Third, there are challenges related to the type of uncertainty existing real options methods can handle: they are primarily limited to parametric uncertainty. Nevertheless, the theory is considered promising in the context of far-reaching and strategically important innovation ideas. The objective of this dissertation is to clarify the potential of options-based methodology in the identification of innovation opportunities. The constructive research approach gives new insights into the development potential of real options theory under non-parametric and closeto- radical uncertainty. The distinction between real options and strategic options is presented as an explanans for the discovered limitations of the theory. The findings offer managers a new means of assessing future innovation ideas based on the frameworks constructed during the course of the study.

Container logistic innovations in forest-energy sector: Markets, future service concepts and technical improvements

The report presents the results of the commercialization project called the Container logistic services for forest bioenergy. The project promotes new business that is emerging around overall container logistic services in the bioenergy sector. The results assess the European markets of the container logistics for biomass, enablers for new business creation and required service bundles for the concept. We also demonstrate the customer value of the container logistic services for different market segments. The concept analysis is based on concept mapping, quality function deployment process (QFD) and business network analysis. The business network analysis assesses key shareholders and their mutual connections. The performance of the roadside chipping chain is analysed by the logistic cost simulation, RFID system demonstration and freezing tests. The EU has set the renewable energy target to 20 % in 2020 of which Biomass could account for two-thirds. In the Europe, the production of wood fuels was 132.9 million solid-m3 in 2012 and production of wood chips and particles was 69.0 million solidm3. The wood-based chips and particle flows are suitable for container transportation providing market of 180.6 million loose- m3 which mean 4.5 million container loads per year. The intermodal logistics of trucks and trains are promising for the composite containers because the biomass does not freeze onto the inner surfaces in the unloading situations. The overall service concept includes several packages: container rental, container maintenance, terminal services, RFID-tracking service, and simulation and ERP-integration service. The container rental and maintenance would provide transportation entrepreneurs a way to increase the capacity without high investment costs. The RFID-concept would lead to better work planning improving profitability throughout the logistic chain and simulation supports fuel supply optimization.

L’éthique et l’acceptation sociale des innovations technologiques. Le cas des vaccins transgéniques

La technologie est une manière pour la science d’exprimer son côté pratique en plus d’être un moyen de traduire les connaissances lors de vraies applications scientifiques, mais ce processus peut engendrer une variété de défis moraux et éthiques. Le champ des biotechnologies laisse entrevoir de grandes réalisations pour les sociétés, y compris des traitements médicaux révolutionnaires et des aliments modifiés génétiquement, lesquels seraient sécuritaires, accessibles et largement disponibles. Mais peu de produits ont réussi le saut dans le panier du consommateur. Dans un des domaines d'application les plus prometteurs, tel celui des biotechnologies agricoles, certaines technologies n’ont pas encore entièrement émergé des laboratoires et ces produits, qui sont à l’heure actuelle sur le marché, ont été la source de polémiques significatives. L’étude présente se concentre sur le cas des vaccins faits à partir de plantes transgéniques qui, au cours des 15 dernières années, a peine à passer outre l’étape de la preuve de conception. Ces vaccins stagnent là où ils auraient dû accomplir la « promesse d'or » de fournir à bas coût une inoculation efficace pour les populations pauvres des pays en voie de développement. La question examinée dans cet essai est pourquoi, au-delà du processus de la découverte et de la conceptualisation, de telles technologies éprouvent des difficultés à atteindre leur maturité et ainsi retarde l’implantation dans les sociétés contemporaines ? Quels facteurs particuliers, sous l’angle de la bioéthique, auront besoin d’une reconsidération dans le cas échéant d’une mise en application de ces technologies pour être acceptées par les consommateurs, et avoir ainsi un impact positif sur la santé globale et l’accès équitable aux soins de santé ?

Débat public sur la valeur sociale des innovations médicales : l'expérience d'un Café scientifique

Les innovations médicales ont un impact considérable sur les pratiques cliniques, sur la formulation des politiques et sur les attentes du public envers le système de santé. Dans un contexte de système de santé public, les conséquences économiques importantes des innovations médicales freinent grandement leur adoption alors qu’elles sont souvent représentées dans les médias comme étant hautement désirables. Une telle définition de la problématique limite le débat sur ce qui rend les innovations sociales et technologiques en santé pertinentes d’un point de vue de santé des populations. Il apparaît donc intéressant de tirer profit d’une pratique communicationnelle innovante, le Café scientifique. Ce projet de recherche analyse un Café scientifique ayant mis en scène en mars 2007 un échange entre quatre experts et environ 80 membres du public autour des enjeux relatifs aux innovations en santé. Les objectifs sont : 1) analyser l’application d’une intervention de type Café scientifique; et 2) analyser ses retombées sur les participants. Cette étude de cas unique s’appuie sur des données qualitatives et quantitatives: 1) observation semi-participative; 2) enregistrement audiovisuel de l’activité; 3) questionnaires distribués à la fin de l’activité; et 4) entrevues semi-dirigées (n=11) avec des participants. L’analyse intégrée de ces données permet de mieux comprendre comment le contexte est structurant pour le débat, décrit les principaux rôles adoptés par les participants lors des échanges, identifie les principaux enjeux relatifs aux innovations médicales qui ont été débattus et dégage les dynamiques qui favorisent ou nuisent à un dialogue entre des scientifiques et le public. Le Café scientifique est une pratique encore peu répandue, mais qui suscite un intérêt à la fois chez les chercheurs et les participants.

Implication des utilisateurs dans le développement des innovations médicales : une analyse sociotechnique de la collaboration et de ses enjeux pour l’organisation des soins

Les changements technologiques ont des effets structurants sur l’organisation des soins dans notre système de santé. Les professionnels de la santé et les patients – les principaux utilisateurs des innovations médicales – sont des acteurs clés dans les trajectoires suivies par les nouvelles technologies en santé. Pour développer des technologies médicales plus efficaces, sécuritaires et conviviales, plusieurs proposent d’intensifier la collaboration entre les utilisateurs et les développeurs. Cette recherche s’intéresse à cette prémisse sur la participation des utilisateurs dans les processus d’innovation médicale. L'objectif général de cette recherche est de mieux comprendre la collaboration entre les utilisateurs et les développeurs impliqués dans la transformation des innovations médicales. Adoptant un cadre d’analyse sociotechnique, cette thèse par articles s’articule autour de trois objectifs : 1) décrire comment la littérature scientifique définit les objectifs, les méthodes et les enjeux de l’engagement des utilisateurs dans le développement des innovations médicales; 2) analyser les perspectives d’utilisateurs et de développeurs de technologies médicales quant à leur collaboration dans le processus d’innovation; et 3) analyser comment sont mobilisés, en pratique, des utilisateurs dans le développement d’une innovation médicale. Le premier objectif s’appuie sur une synthèse structurée des écrits scientifiques (n=101) portant sur le phénomène de la participation des utilisateurs dans les processus d’innovation médicale. Cette synthèse a dégagé les méthodes appliquées ou proposées pour faire participer les utilisateurs, les arguments normatifs véhiculés ainsi que les principaux enjeux soulevés. Le deuxième objectif repose sur l’analyse de trois groupes de discussion délibératifs et d'une plénière impliquant des utilisateurs et des développeurs (n=19) de technologies médicales. L’analyse a permis d’examiner leurs perspectives à l'égard de diverses approches de collaboration dans les processus d'innovation. Le troisième objectif implique l’étude d’une innovation en électrophysiologie lors de la phase de recherche clinique. Cette étude de cas unique s'appuie sur une analyse qualitative d'études cliniques (n=57) et des éditoriaux et synthèses de connaissances dans des revues médicales spécialisées (n=15) couvrant une période de dix ans (1999 à 2008) ainsi que des entrevues semi-dirigées avec des acteurs clés impliqués dans le processus d’innovation (n=3). Cette étude a permis de mieux comprendre comment des utilisateurs donne un sens, s’approprient et légitiment une innovation médicale en contexte de recherche clinique. La contribution générale de cette thèse consiste en une meilleure compréhension de l’apport des utilisateurs dans les processus d’innovation médicale et de sa capacité à aligner plus efficacement le développement technologique avec les objectifs du système de santé.

Future innovations in anti-platelet therapies

Platelets have long been recognized to be of central importance in haemostasis, but their participation in pathological conditions such as thrombosis, atherosclerosis and inflammation is now also well established. The platelet has therefore become a key target in therapies to combat cardiovascular disease. Anti-platelet therapies are used widely, but current approaches lack efficacy in a proportion of patients, and are associated with side effects including problem bleeding. In the last decade, substantial progress has been made in understanding the regulation of platelet function, including the characterization of new ligands, platelet-specific receptors and cell signalling pathways. It is anticipated this progress will impact positively on the future innovations towards more effective and safer anti-platelet agents. In this review, the mechanisms of platelet regulation and current anti-platelet therapies are introduced, and strong, and some more speculative, potential candidate target molecules for future anti-platelet drug development are discussed.

Informal communication networks and the diffusion of innovations in UK construction projects: A research design

The UK industry has been criticised for being slow to adopt construction process innovations. Research shows that the idiosyncrasies of participants, their roles in the system and the contextual differences between sections of the industry make this a highly complex problem. There is considerable evidence that informal social networks play a key role in diffusion of innovations. The aim is to identify informal communication networks of project participants and the role these play in the diffusion of construction innovations. The characteristics of this network will be analysed in order to understand how they can be used to accelerate innovation diffusion within and between projects. Social Network Analysis is used to determine informal communication routes. Control and experiment case study projects are used within two different organizations. This allows informal communication routes concerning innovations to be mapped, whilst testing if the informal routes can facilitate diffusion. Analysis will focus upon understanding the combination of informal strong and weak ties, and how these impede or facilitate the diffusion of the innovation. Initial work suggests the presence of an informal communication network. Actors within this informal network, and the organization's management are unaware of its' existence and their informal roles within it. Thus, the network remains an untapped medium regarding innovation diffusion. It is proposed that successful innovation diffusion is dependent upon understanding informal strong and weak ties, at project, organization and industry level.

Agricultural innovations at a Late Iron Age oppidum: archaeobotanical evidence for flax, food and fodder from Calleva Atrebatum, UK

The development of oppida in the late first millennium BC across north-western Europe represents a major change in settlement form and social organisation. The construction of extensive earthwork systems, the presence of nucleated settlement areas, long-distance trade links and the development of hierarchical societies have been evidenced. These imply that changes in the style and organisation of agriculture would have been required to support these proto-urban population centres. Hypotheses of the subsistence bases of these settlements, ranging from a reliance on surplus arable production from local rural settlements, to an emphasis on pastoral activities, are here reviewed and grounded against a wider understanding of the expansion of agriculture in the Late Iron Age. These agricultural models have not been previously evaluated. This paper presents archaeobotanical data from six well fills from large-scale excavations at Late Iron Age and Early Roman Silchester, a Late Iron Age territorial oppidum and subsequent Roman civitas capital located in central-southern Britain. This is the first large-scale study of waterlogged plant macrofossils from within a settlement area of an oppidum. Waterlogged plant macrofossils were studied from a series of wells within the settlement. An assessment of taphonomy, considering stratigraphic and contextual information, is reported, followed by an analysis of the diverse assemblages of the plant remains through univariate analysis. Key results evidence animal stabling, flax cultivation, hay meadow management and the use of heathland resources. The staple crops cultivated and consumed at Late Iron Age and Early Roman Silchester are consistent with those cultivated in the wider region, whilst a range of imported fruits and flavourings were also present. The adoption of new oil crops and new grassland management shows that agricultural innovations were associated with foddering for animals rather than providing food for the proto-urban population. The evidence from Silchester is compared with other archaeobotanical datasets from oppida in Europe in order to identify key trends in agricultural change.

Statistical Innovations Improve Prevalence Estimates of Nutrient Risk Populations: Applications in Sao Paulo, Brazil

The objective of this study was to estimate the prevalence of inadequate micronutrient intake and excess sodium intake among adults age 19 years and older in the city of Sao Paulo, Brazil. Twenty-four hour dietary recall and sociodemographic data were collected from each participant (n=1,663) in a cross-sectional study, Inquiry of Health of Sao Paulo, of a representative sample of the adult population of the city of Sao Paulo in 2003 (ISA-2003). The variability in intake was measured through two replications of the 24-hour recall in a subsample of this population in 2007 (ISA-2007). Usual intake was estimated by the PC-SIDE program (version 1.0, 2003, Department of Statistics, Iowa State University), which uses an approach developed by Iowa State University. The prevalence of nutrient inadequacy was calculated using the Estimated Average Requirement cut-point method for vitamins A and C, thiamin, riboflavin, niacin, copper, phosphorus, and selenium. For vitamin D, pantothenic acid, manganese, and sodium, the proportion of individuals with usual intake equal to or more than the Adequate Intake value was calculated. The percentage of individuals with intake equal to more than the Tolerable Upper Intake Level was calculated for sodium. The highest prevalence of inadequacy for males and females, respectively, occurred for vitamin A (67% and 58%), vitamin C (52% and 62%), thiamin (41% and 50%), and riboflavin (29% and 19%). The adjustment for the within-person variation presented lower prevalence of inadequacy due to removal of within-person variability. All adult residents of Sao Paulo had excess sodium intake, and the rates of nutrient inadequacy were high for certain key micronutrients. J Acad Nutr Diet. 2012;112:1614-1618.

Sharpening the edge of market driven intangibles and innovations

A review of the extant literature concludes that market-driven intangibles and innovations are increasingly considered to be the most critical firm-specific resources, but also finds a lack of elaboration of which types of these resources are most important. In this paper, we incorporate these observations into a conceptual model and link it to highly developed institutional settings for the model evaluation. From the point of view of firm revenue management, we can anticipate that performance advantages created through deployment of intellectual and relational capital in marketing and innovation are more likely to be superior. In essence, they constitute the integration of organisational intangibles both in cognitive and behavioural level to create an idiosyncratic combination for each firm. Our research findings show feasible paths for sharpening the edge of market-driven intangibles and innovations. We discuss the key results for research and practice.

Frameworks for Systemic and Structural Analysis of Financial Innovations in Infrastructure

Financial innovations have emerged globally to close the gap between the rising global demand for infrastructures and the availability of financing sources offered by traditional financing mechanisms such as fuel taxation, tax-exempt bonds, and federal and state funds. The key to sustainable innovative financing mechanisms is effective policymaking. This paper discusses the theoretical framework of a research study whose objective is to structurally and systemically assess financial innovations in global infrastructures. The research aims to create analysis frameworks, taxonomies and constructs, and simulation models pertaining to the dynamics of the innovation process to be used in policy analysis. Structural assessment of innovative financing focuses on the typologies and loci of innovations and evaluates the performance of different types of innovative financing mechanisms. Systemic analysis of innovative financing explores the determinants of the innovation process using the System of Innovation approach. The final deliverables of the research include propositions pertaining to the constituents of System of Innovation for infrastructure finance which include the players, institutions, activities, and networks. These static constructs are used to develop a hybrid Agent-Based/System Dynamics simulation model to derive propositions regarding the emergent dynamics of the system. The initial outcomes of the research study are presented in this paper and include: (a) an archetype for mapping innovative financing mechanisms, (b) a System of Systems-based analysis framework to identify the dimensions of Systems of Innovation analyses, and (c) initial observations regarding the players, institutions, activities, and networks of the System of Innovation in the context of the U.S. transportation infrastructure financing.

Research, development, and innovations in health risk assessment for brazilian agriculture.

Agriculture and livestock are key sectors of the Brazilian economy, which are essential for the country?s economic growth and for the equality between the domestic currency?s supply and demand. Agribusiness answered for about 23% of the gross domestic product (GDP) in 2015, according to Confederação Nacional da Agricultura (CNA), and reached 50.3% of total exports in February 2016, according to Secretaria de Relações Internacionais do Agronegócio (SRI) of Ministério da Agricultura, Pecuária e Abastecimento (Mapa) (Brasil, 2016). Currently, this sector is recognized as the most competitive and efficient in Brazil, considering the global scenario.

Ikkε Is Key To Induction Of Insulin Resistance In The Hypothalamus, And Its Inhibition Reverses Obesity.

IKK epsilon (IKKε) is induced by the activation of nuclear factor-κB (NF-κB). Whole-body IKKε knockout mice on a high-fat diet (HFD) were protected from insulin resistance and showed altered energy balance. We demonstrate that IKKε is expressed in neurons and is upregulated in the hypothalamus of obese mice, contributing to insulin and leptin resistance. Blocking IKKε in the hypothalamus of obese mice with CAYMAN10576 or small interfering RNA decreased NF-κB activation in this tissue, relieving the inflammatory environment. Inhibition of IKKε activity, but not TBK1, reduced IRS-1(Ser307) phosphorylation and insulin and leptin resistance by an improvement of the IR/IRS-1/Akt and JAK2/STAT3 pathways in the hypothalamus. These improvements were independent of body weight and food intake. Increased insulin and leptin action/signaling in the hypothalamus may contribute to a decrease in adiposity and hypophagia and an enhancement of energy expenditure accompanied by lower NPY and increased POMC mRNA levels. Improvement of hypothalamic insulin action decreases fasting glycemia, glycemia after pyruvate injection, and PEPCK protein expression in the liver of HFD-fed and db/db mice, suggesting a reduction in hepatic glucose production. We suggest that IKKε may be a key inflammatory mediator in the hypothalamus of obese mice, and its hypothalamic inhibition improves energy and glucose metabolism.