title: Online estimation of discrete, continuous, and conditional joint densities using classifier chains

authors: Geilke, Michael

subjects: Science & Technology

abstract: We address the problem of estimating discrete, continuous, and conditional joint densities online, i.e., the algorithm is only provided the current example and its current estimate for its update. The family of proposed online density estimators, estimation of densities online (EDO), uses classifier chains to model dependencies among features, where each classifier in the chain estimates the probability of one particular feature. Because a single chain may not provide a reliable estimate, we also consider ensembles of classifier chains and ensembles of weighted classifier chains. For all density estimators, we provide consistency proofs and propose algorithms to perform certain inference tasks. The empirical evaluation of the estimators is conducted in several experiments and on datasets of up to several millions of instances. In the discrete case, we compare our estimators to density estimates computed by Bayesian structure learners. In the continuous case, we compare them to a state-of-the-art online density estimator. Our experiments demonstrate that, even though designed to work online, EDO delivers estimators of competitive accuracy compared to other density estimators (batch Bayesian structure learners on discrete datasets and the state-of-the-art online density estimator on continuous datasets). Besides achieving similar performance in these cases, EDO is also able to estimate densities with mixed types of variables, i.e., discrete and continuous random variables.

text: Online estimation of discrete, continuous, and conditional joint densities using classifier chains We address the problem of estimating discrete, continuous, and conditional joint densities online, i.e., the algorithm is only provided the current example and its current estimate for its update. The family of proposed online density estimators, estimation of densities online (EDO), uses classifier chains to model dependencies among features, where each classifier in the chain estimates the probability of one particular feature. Because a single chain may not provide a reliable estimate, we also consider ensembles of classifier chains and ensembles of weighted classifier chains. For all density estimators, we provide consistency proofs and propose algorithms to perform certain inference tasks. The empirical evaluation of the estimators is conducted in several experiments and on datasets of up to several millions of instances. In the discrete case, we compare our estimators to density estimates computed by Bayesian structure learners. In the continuous case, we compare them to a state-of-the-art online density estimator. Our experiments demonstrate that, even though designed to work online, EDO delivers estimators of competitive accuracy compared to other density estimators (batch Bayesian structure learners on discrete datasets and the state-of-the-art online density estimator on continuous datasets). Besides achieving similar performance in these cases, EDO is also able to estimate densities with mixed types of variables, i.e., discrete and continuous random variables.

year: 2018

title: Review: Marine natural products

authors: Blunt, John W.

subjects: South China Sea

abstract: This review covers the literature published in 2011 for marine natural products, with 870 citations (558 for the period January to December 2011) referring to compounds isolated from marine microorganisms and phytoplankton, green, brown and red algae, sponges, cnidarians, bryozoans, molluscs, tunicates, echinoderms, mangroves and other intertidal plants and microorganisms. The emphasis is on new compounds (1152 for 2011), together with the relevant biological activities, source organisms and country of origin. Biosynthetic studies, first syntheses, and syntheses that lead to the revision of structures or stereochemistries, have been included.

text: Review: Marine natural products This review covers the literature published in 2011 for marine natural products, with 870 citations (558 for the period January to December 2011) referring to compounds isolated from marine microorganisms and phytoplankton, green, brown and red algae, sponges, cnidarians, bryozoans, molluscs, tunicates, echinoderms, mangroves and other intertidal plants and microorganisms. The emphasis is on new compounds (1152 for 2011), together with the relevant biological activities, source organisms and country of origin. Biosynthetic studies, first syntheses, and syntheses that lead to the revision of structures or stereochemistries, have been included.

year: 2013

title: Taonga maioha: (Born this way) The in-depth stories of three Māori, Pasifika, and Indigenous Queens

authors: Tamuera Ariki, Paikea

abstract: Who else has the right to define these, Queens? 

This thesis provides a vital platform for the voices of three Māori, Pasifika, and Indigenous Queens, allowing them to share their transformation stories in their own words. Their experiences and feelings about in their words “being born into the wrong bodies” highlight the complex realities of identity and the struggle for acceptance by others. 

These Queens are unified in their desire for dignity and respect. Dignity and respect underscore a fundamental human right. They seek recognition in all areas of their lives, from healthcare to education, housing, employment, and beyond. By articulating their needs, they advocate for themselves and all marginalized individuals, seeking fairness and understanding within systems that often overlook them. 

Focusing on their lived experiences is crucial for fostering empathy and promoting systemic change, as it brings attention to the disparities they face and the importance of inclusivity in society. By sharing their truths, these Queens contribute to a broader dialogue about identity, respect, and the pursuit of equality for all. 

This thesis aims to illuminate the transformation stories or pūrākau of ten Māori and Pasifika Queens, to foster understanding of their unique experiences. The focus on those who identify as wahine despite being born biologically male allows the reader to highlight the rich diversity of gender identity within these cultures and groups. 

The Māori Ethics Committee granted ethics approval for the study, thereby paving the way for the Queens to tell their stories or pūrākau from their truths and perspectives. 

Taonga Maioha details the in-depth transformation stories of three Māori-Pasifika Queens aged 60 plus, supported by a contextual and cultural analysis of their generation. The voices and stories of the Queens are central to this thesis. These stories are thematically analyzed to unpack the cultural and generational influences impacting their identities. The core identity constructs of whakapapa, tinana, hinengaro, and wairua are used to frame and organize their transformation stories according to their instructions. Above all, this thesis is anchored in their rights to define themselves on the premise that they have the mana to define themselves irrespective of others who define them from the sidelines of their lives. Their definitions are theirs alone. The storytellers call themselves Queen, Wahine, or women. This is based on the assertion that it is their right to be called a Queen. In certain contexts, they may refer to themselves as takatāpui and transgender for the sake of acceptance by others. This thesis is written to enhance the mana of the storytellers. These are their stories and their truths. 

The late Dame Georgina Beyer, was one of the original participants in this thesis. Many interviews were conducted with her. Instructed by Georgina before her passing to publish elements of her story as part of this thesis. Unfortunately, the Ethics Committee at Waikato University did not accept this due to her passing. Hence, the reason ‘First Lady’ was introduced, where Liz Roberts gives exclusive details of her change, both legally and physically.

text: Taonga maioha: (Born this way) The in-depth stories of three Māori, Pasifika, and Indigenous Queens Who else has the right to define these, Queens? 

This thesis provides a vital platform for the voices of three Māori, Pasifika, and Indigenous Queens, allowing them to share their transformation stories in their own words. Their experiences and feelings about in their words “being born into the wrong bodies” highlight the complex realities of identity and the struggle for acceptance by others. 

These Queens are unified in their desire for dignity and respect. Dignity and respect underscore a fundamental human right. They seek recognition in all areas of their lives, from healthcare to education, housing, employment, and beyond. By articulating their needs, they advocate for themselves and all marginalized individuals, seeking fairness and understanding within systems that often overlook them. 

Focusing on their lived experiences is crucial for fostering empathy and promoting systemic change, as it brings attention to the disparities they face and the importance of inclusivity in society. By sharing their truths, these Queens contribute to a broader dialogue about identity, respect, and the pursuit of equality for all. 

This thesis aims to illuminate the transformation stories or pūrākau of ten Māori and Pasifika Queens, to foster understanding of their unique experiences. The focus on those who identify as wahine despite being born biologically male allows the reader to highlight the rich diversity of gender identity within these cultures and groups. 

The Māori Ethics Committee granted ethics approval for the study, thereby paving the way for the Queens to tell their stories or pūrākau from their truths and perspectives. 

Taonga Maioha details the in-depth transformation stories of three Māori-Pasifika Queens aged 60 plus, supported by a contextual and cultural analysis of their generation. The voices and stories of the Queens are central to this thesis. These stories are thematically analyzed to unpack the cultural and generational influences impacting their identities. The core identity constructs of whakapapa, tinana, hinengaro, and wairua are used to frame and organize their transformation stories according to their instructions. Above all, this thesis is anchored in their rights to define themselves on the premise that they have the mana to define themselves irrespective of others who define them from the sidelines of their lives. Their definitions are theirs alone. The storytellers call themselves Queen, Wahine, or women. This is based on the assertion that it is their right to be called a Queen. In certain contexts, they may refer to themselves as takatāpui and transgender for the sake of acceptance by others. This thesis is written to enhance the mana of the storytellers. These are their stories and their truths. 

The late Dame Georgina Beyer, was one of the original participants in this thesis. Many interviews were conducted with her. Instructed by Georgina before her passing to publish elements of her story as part of this thesis. Unfortunately, the Ethics Committee at Waikato University did not accept this due to her passing. Hence, the reason ‘First Lady’ was introduced, where Liz Roberts gives exclusive details of her change, both legally and physically.

year: 2024