Integrating local one-class classifiers for image retrieval

In content-based image retrieval, learning from users’ feedback can be considered as an one-class classification problem. However, the OCIB method proposed in [1] suffers from the problem that it is only a one-mode method which cannot deal with multiple interest regions. In addition, it requires a pre-specified radius which is usually unavailable in real world applications. This paper overcomes these two problems by introducing ensemble learning into the OCIB method: by Bagging, we can construct a group of one-class classifiers which emphasize various parts of the data set; this is followed by a rank aggregating with which results from different parameter settings are incorporated into a single final ranking list. The experimental results show that the proposed I-OCIB method outperforms the OCIB for image retrieval applications.

Membrane nanotubes in myeloid cells in the adult mouse cornea represent a novel mode of immune cell interaction

Membrane nanotubes (MNTs) are newly discovered cellular extensions that are either blind-ended or can connect widely separated cells. They have predominantly been investigated in cultured isolated cells, however, previously we were the first group to demonstrate the existence of these structures in vivo in intact mammalian tissues. We previously demonstrated the frequency of both cell–cell or bridging MNTs and blind-ended MNTs was greatest between major histocompatibility complex (MHC) class II+ cells during corneal injury or TLR ligand-mediated inflammation. The present study aimed to further explore the dynamics of MNT formation and their size, presence in another tissue, the dura mater, and response to stress factors and an active local viral infection of the murine cornea. Confocal live cell imaging of myeloid-derived cells in inflamed corneal explants from Cx3cr1GFP and CD11ceYFP transgenic mice revealed that MNTs form de novo at a rate of 15.5 μm/min. This observation contrasts with previous studies that demonstrated that in vitro these structures originate from cell–cell contacts. Conditions that promote formation of MNTs include inflammation in vivo and cell stress due to serum starvation ex vivo. Herpes simplex virus-1 infection did not cause a significant increase in MNT numbers in myeloid cells in the cornea above that observed in injury controls, confirming that corneal epithelium injury alone elicits MNT formation in vivo. These novel observations extend the currently limited understanding of MNTs in live mammalian tissues.

Strategic implications of global integration and local responsiveness for Chinese multinationals: an area for future study

Purpose – Based on the review of extant international business and management literature, this paper aims to examine the global integration (GI) and local responsiveness (LR) paradigm and its impact on the adoption of international business strategy (IBS) by multinational corporations (MNCs); second, discuss determinants that are critical in the process of forming IBS by MNCs; and third identify the lacuna in current research with respect to strategic implications of the framework for MNCs from emerging economies such as Chinese multinational corporations (CMNCs).Design/methodology/approach – Based on the extant literature review, this paper identifies a research gap and proposes several research questions for future study. First, the paper reviews prior studies on the GI-LR model and its impact on and strategic implications for IBS. Second, it examines how MNCs from developed countries adopt different types of IBS and what determinants drive their decision-making. Third, it attempts to discuss why CMNCs should be studied in terms of their choice of IBS based on the GI-LR mode. The paper concludes with research questions for future study.Findings – This paper summarizes determinants of IBS in a three-category table mainly based on prior studies on the GI-LR model from developed countries. As a consequence, it identifies a future research area in the field of international management.Originality/value – This paper is based on a comprehensive review of prior studies related to the GI-LR framework. The aim of the study is to identify a new research area in international management, that is, how MNCs from emerging country contexts, such as China, to co-ordinate GI and LR for their IBS.

Strategic implications of global integration and local responsiveness for Chinese multinationals: an area for future study

Purpose – Based on the review of extant international business and management literature, this paper aims to examine the global integration (GI) and local responsiveness (LR) paradigm and its impact on the adoption of international business strategy (IBS) by multinational corporations (MNCs); second, discuss determinants that are critical in the process of forming IBS by MNCs; and third identify the lacuna in current research with respect to strategic implications of the framework for MNCs from emerging economies such as Chinese multinational corporations (CMNCs).Design/methodology/approach – Based on the extant literature review, this paper identifies a research gap and proposes several research questions for future study. First, the paper reviews prior studies on the GI-LR model and its impact on and strategic implications for IBS. Second, it examines how MNCs from developed countries adopt different types of IBS and what determinants drive their decision-making. Third, it attempts to discuss why CMNCs should be studied in terms of their choice of IBS based on the GI-LR mode. The paper concludes with research questions for future study.Findings – This paper summarizes determinants of IBS in a three-category table mainly based on prior studies on the GI-LR model from developed countries. As a consequence, it identifies a future research area in the field of international management.Originality/value – This paper is based on a comprehensive review of prior studies related to the GI-LR framework. The aim of the study is to identify a new research area in international management, that is, how MNCs from emerging country contexts, such as China, to co-ordinate GI and LR for their IBS.

A mixed mode low profile solar tunnel dryer for canarium indicum nuts

Canarium indicum nuts are dried and consumed widely across the Pacific Region. Traditional methods of drying offer little process control resulting in highly variable product quality and loss. A more reliable and effective drying technology is required but the technology must suit local conditions. This paper describes a low profile solar tunnel dryer designed for batch drying of small quantities of the nuts. Prototypes have been tested. Experimental results indicate that drying temperatures are within the range to achieve good kernel quality and that the desired final moisture content for safe storage could be achieved after 30 hours of exposure.