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Data streams change their statistical behaviour over the time. These changes can occur gradually or abruptly with unforeseen reasons, which may effect the expected outcome. Thus it is important to detect concept drift as soon as it occurs. In this thesis we chose distance based methodology to detect presence of concept drift in the data streams. We used generalized learning vector quantization(GLVQ) and generalized matrix learning vector quantization( GMLVQ) classifiers for distance calculation between prototypes and data points. Chi-square and Kolmogorov–Smirnov tests are used to compare the distance distributions of test and train data sets to indicate the drift presence.
In response to prevailing environmental conditions, Arabidopsis thaliana plants must increase their photosynthetic capacity to acclimate to potential harmful environmental high light stress. In order to measure these changes in acclimation capacity, different high throughput imaging-based methods can be used. In this master thesis we studied different Arabidopsis thaliana knockout mutants-and accessions in their capacity to acclimate to potential harmful environmental high light and cold temperature conditions using a high throughput phenotyping system with an integrated chlorophyll fluorescence measurement system. In order to determine the acclimation capacity, Arabidopsis thaliana knockout mutants of previously not high light assigned genes as well as accessions of two different haplotype groups with a reference and alternative allele from different countries of origin were grown under switching high light and temperature environmental conditions. Photosynthetic analysis showed that knockout mutant plants did differ in their Photosystem II operating efficiency during an increased light irradiance switch but did not significantly differ a week later under the same circumstances from the wildtype. High throughput phenotyping of haplotype accessions revealed significant better acclimation capacity in non-photochemical quenching and steady-state photosynthetic efficiency in Russian domiciled accessions with an altered SPPA gene during high light and cold stress.
This thesis deals with the development of a methodology / concept to analyse targeted attacks against IIoT / IoT devices. Building on the established background knowledge about honeypots, fileless malware and injection techniques a methodology is created that leads to a concept of a honeypot analyzation system. The system is created to analyse and detect novel threats like fileless attacks which are often utilized by Advanced Persistent Threats. That system is partially implemented and later evaluated by performing a simulated attack utilizing fileless attacks. The effectiveness is discussed and rated based on the results.
Financial fraud for banks can be a reason for huge monetary losses. Studies have shown that, if not mitigated, financial fraud can lead to bankruptcy for big financial institutions and even insolvency for individuals. Credit card fraud is a type of financial fraud that is ever growing. In the future, these numbers are expected to increase exponentially and that’s why a lot of researchers are focusing on machine learning techniques for detecting frauds. This task, however, is not a simple task. There are mainly two reasons
• varying behaviour in committing fraud
• high level of imbalance in the dataset (the majority of normal or genuine cases largely outnumbers the number of fraudulent cases)
A predictive model usually tends to be biased towards the majority of samples, in an unbalanced dataset, when this dataset is provided as an input to a predictive model.
In this Thesis this problem is tackled by implementing a data-level approach where different resampling methods such as undersampling, oversampling, and hybrid strategies along with bagging and boosting algorithmic approaches have been applied to a highly skewed dataset with 492 idetified frauds out of 284,807 transactions.
Predictive modelling algorithms like Logistic Regression, Random Forest, and XGBoost have been implemented along with different resampling techniques to predict fraudulent transactions.
The performance of the predictive models was evaluated based on Receiver Operating CharacteristicArea under the curve (AUC-ROC), Precision Recall Area under the Curve (AUC-PR), Precision, Recall, F1 score metrics.
Drought is one of the most common and dangerous threats plants have to face, costing the global agricultural sector billions of dollars every year and leading to the loss of tons of harvest. Until people drastically reduce their consumption of animal products or cellular agriculture comes of age, more and more crops will need to be produced to sustain the ever growing human population. Even then, as more areas on earth are becoming prone to drought due to climate change, we may still have to find or breed plant varieties more suitable to grow and prosper in these changing environments.
Plants respond to drought stress with a complex interplay of hormones, transcription factors, and many other functional or regulatory proteins and mapping out this web of agents is no trivial task. In the last two to three decades or so, machine learning has become immensely popular and is increasingly used to find patterns in situations that are too complex for the human mind to overlook. Even though much of the hype is focused on the latest developments in deep learning, relatively simple methods often yield superior results, especially when data is limited and expensive to gather.
This Master Thesis, conducted at the IPK in Gatersleben, develops an approach for shedding light on the phenotypic and transcriptomic processes that occur when a plant is subjected to stress. It centers around a random forest feature selection algorithm and although it is used here to illuminate drought stress response in Arabidopsis thaliana, it can be applied to all kinds of stresses in all kinds of plants.
We present dimensionality reduction methods like autoencoders and t-SNE for visualization of high-dimensional data into a two-dimensional map. In this thesis, we initially implement basic and deep autoencoders using breast cancer and mushroom datasets. Next, we build another dimensionality reduction method t-SNE using the same datasets. The obtained visualization results of the datasets using the dimensionality reduction methods are documented in the experiments section of the thesis. The evaluation of classification and clustering for the dimensionality reduction techniques is also performed. The visualization and evaluation results of t-SNE are significantly better than the other dimensionality reduction techniques.
The impact of organisational structure and organisational culture on the efficiency of a business
(2020)
The fear of losing flexibility and effectiveness due to an increased organisational structure induced by personal growth is causing SME's to defer structural changes. The purpose of this work is to examine whether the structural and cultural demands of employees match the structure and predominant culture within such a medium-sized company. As part of this, a survey was made to evaluate the current status and to suggest furthermore where and how changes would make sense to regain or even improve organisational efficiency.
The subject of the following paper is the analysis of global company motives for taking on sport sponsorships as a corporate social responsibility (CSR) initiative. This work is compilatory in nature because it is derived from literature released by experts as well as real-life case studies. The expert literature provides a basis of theories and models regarding the fundamental motives for CSR and sport sponsoring and visualizes them by means of statistics and real-life case studies. This paper aims to inform individuals, leaders and specifically global organizations about the benefits that taking on a sport sponsorship may have for fulfilling a company’s CSR objectives
This paper looks at current projects in the field of Blockchain in education, their specific areas of application, possible advantages and weaknesses. Three examples developed by the team of authors are introduced in detail. First: Gallery-Defender a Serious Game, which was adapted to serve as a demonstrator in a stand-alone version to show the possibility to carry out exams directly from within the game and store the grades and meta-data on Blockchain. Second: Art-Quiz, an e-learning tool, which can be integrated into existing LMS systems and map exam results and further data using Blockchain technologies. Both were developed following an iterative design process. And third: The results of a focus group, which simulated the assignment of grades after an oral online exam. The three examples presented here are based on the Blockchain system Ardor/Childchain Ignis, but each demonstrator has a different set of features and approaches.
In addition, the integration of various Blockchain solutions was conceptually designed to make a Multi-Chain model possible.
With the increasing usage of blockchain technology, legal challenges such as GDPR compliance arise. Especially the right of erasure is considered challenging as blockchains are tamperproof by design. Several approaches investigated
possibilities to weaken the tamperproof aspect of blockchains in favor of GDPR compliance. This paper presents several approaches, then focuses on chameleon hash functions by evaluating the possibility to use these specific functions in a private blockchain. The goal of the built system is to take a step towards the digitization of the bill of lading used in international trade. This paper describes the developed software as well as the core considerations around the system such as network design or block structure.